UNITED STATES EDITIONUS pricing. Source-backed comparisons.

US BUYER’S GUIDE Β· 18 PRODUCTS

Marketing automation

Which platform can act on customer behavior across a connected journey?

Evaluate branching journeys, customer events, channel coordination and AI execution against your operating model.

Research desk Β· Oct 20, 2026 Β· Methodology

YOUR SHORTLIST STARTS HERE

Compare the options.

Highest documented score first. Fit adds up the 28 feature checks below, including AI, across documented plans. Entry price does not include every capability. Unknown evidence appears as a range.

Product / good fit forPricing contextDocumented fitNext step

Brevo

Teams that want to combine email with transactional or messaging workflows and compare send-volume tiers carefully.

$9.00per monthStarter, 5,000 emails
57–100/100 documented fit
57% evidence coverage
Full research β†’

ActiveCampaign

Teams with branching customer journeys and someone responsible for customer data and automation design.

See pricingper monthConfigured plan
49–100/100 documented fit
49% evidence coverage
Full research β†’

Klaviyo

Retail teams that want customer behavior and multiple lifecycle channels in a shared data model.

See pricingper monthConfigured plan
46–100/100 documented fit
46% evidence coverage
Full research β†’
systeme.io

systeme.io

Small course or digital-product businesses wanting an integrated funnel and email workflow.

$17.00per workspace/monthStartup
45–90/100 documented fit
54% evidence coverage
Full research β†’

Mailchimp

Small and growing teams that want email creation, connected store data and familiar integrations in one workspace.

$13.00per monthEssentials, 500 contacts
43–100/100 documented fit
43% evidence coverage
Full research β†’

Pulseem

Teams seeking one messaging workspace and willing to validate US SMS onboarding, support, and commercial terms with Pulseem.

Custom quoteper monthConfigured plan
43–100/100 documented fit
43% evidence coverage
Full research β†’

Omnisend

Small and midmarket stores seeking prebuilt lifecycle workflows and a clear email tier ladder.

$16.00per monthStandard, 500 contacts
42–100/100 documented fit
42% evidence coverage
Full research β†’

Customer.io

Product-led teams with reliable event data and developers available for initial integration.

$100.00per monthEssentials
40–100/100 documented fit
40% evidence coverage
Full research β†’

GetResponse

Teams combining list growth, email journeys and ecommerce campaigns without a separate landing-page tool.

See pricingper monthStarter / Marketer / Creator / Enterprise
40–100/100 documented fit
40% evidence coverage
Full research β†’

Iterable

Consumer businesses with complex event data and a team managing lifecycle experiments.

Custom quoteper monthConfigured plan
39–100/100 documented fit
39% evidence coverage
Full research β†’

Braze

Large consumer brands coordinating product, mobile and marketing data across multiple teams.

Custom quoteper monthConfigured plan
38–100/100 documented fit
38% evidence coverage
Full research β†’

Drip

Online sellers prioritizing behavioral email journeys and store revenue over a broad omnichannel suite.

$39.00per monthEntry paid tier
36–97/100 documented fit
39% evidence coverage
Full research β†’

Kit

Newsletter publishers and creators monetizing content, courses or memberships.

See pricingper monthFree / Creator / Pro
32–100/100 documented fit
32% evidence coverage
Full research β†’
Moosend

Moosend

Small marketing teams wanting email and ecommerce-triggered workflows.

See pricingper contact allowance/monthPro
30–98/100 documented fit
32% evidence coverage
Full research β†’

Postscript

Shopify brands prioritizing mobile retention and store-driven segmentation.

See pricingper monthStarter
29–100/100 documented fit
29% evidence coverage
Full research β†’

Attentive

Consumer brands seeking coordinated mobile and email programs with managed onboarding and strategic support.

Custom quoteper monthConfigured plan
28–100/100 documented fit
28% evidence coverage
Full research β†’
AWeber

AWeber

Small businesses and creators using email-led welcome and sales journeys.

$15.00per month at 500 subscribersLite
28–96/100 documented fit
33% evidence coverage
Full research β†’

Constant Contact

Small teams that favor guided email setup and ready-made follow-up programs.

$12.00per monthLite, 0–500 contacts
27–100/100 documented fit
27% evidence coverage
Full research β†’

BEYOND A FEATURE CHECKMARK

How deep does the capability go?

Choose up to 3 for a closer look β†’

28 weighted checks: core capabilities contribute 32 points and workflow depth contributes 68. AI is included at the weight shown for this category. Expand Evidence for scope and sources, or ask for the same demonstration from each supplier.

Showing fewer rows does not change the score.
Marketing automation features for all 18 products
Feature / base weightBrevo
57–100/100 documented fit
Core capabilities32 / 32 pts10/10 checks with established status
Workflow depth24.8–68 / 68 pts5/18 checks with established status
ActiveCampaign
49–100/100 documented fit
Core capabilities32 / 32 pts10/10 checks with established status
Workflow depth17.1–68 / 68 pts5/18 checks with established status
Klaviyo
46–100/100 documented fit
Core capabilities32 / 32 pts10/10 checks with established status
Workflow depth13.6–68 / 68 pts3/18 checks with established status
systeme.io
45–90/100 documented fit
Core capabilities32 / 32 pts10/10 checks with established status
Workflow depth12.8–58.4 / 68 pts5/18 checks with established status
Mailchimp
43–100/100 documented fit
Core capabilities32 / 32 pts10/10 checks with established status
Workflow depth11.2–68 / 68 pts2/18 checks with established status
Pulseem
43–100/100 documented fit
Core capabilities32 / 32 pts10/10 checks with established status
Workflow depth11.3–68 / 68 pts3/18 checks with established status
Omnisend
42–100/100 documented fit
Core capabilities28–32 / 32 pts9/10 checks with established status
Workflow depth13.6–68 / 68 pts3/18 checks with established status
Customer.io
40–100/100 documented fit
Core capabilities24–32 / 32 pts8/10 checks with established status
Workflow depth16.1–68 / 68 pts4/18 checks with established status
GetResponse
40–100/100 documented fit
Core capabilities28–32 / 32 pts9/10 checks with established status
Workflow depth12–68 / 68 pts3/18 checks with established status
Iterable
39–100/100 documented fit
Core capabilities32 / 32 pts10/10 checks with established status
Workflow depth7.2–68 / 68 pts2/18 checks with established status
Braze
38–100/100 documented fit
Core capabilities29.6–32 / 32 pts9/10 checks with established status
Workflow depth8.8–68 / 68 pts2/18 checks with established status
Drip
36–97/100 documented fit
Core capabilities28.8 / 32 pts10/10 checks with established status
Workflow depth7.2–68 / 68 pts2/18 checks with established status
Kit
32–100/100 documented fit
Core capabilities28.8–32 / 32 pts9/10 checks with established status
Workflow depth3.2–68 / 68 pts1/18 checks with established status
Moosend
30–98/100 documented fit
Core capabilities28.8–32 / 32 pts9/10 checks with established status
Workflow depth1.6–66.4 / 68 pts1/18 checks with established status
Postscript
29–100/100 documented fit
Core capabilities28.8–32 / 32 pts9/10 checks with established status
Workflow depth0–68 / 68 pts0/18 checks with established status
Attentive
28–100/100 documented fit
Core capabilities28–32 / 32 pts9/10 checks with established status
Workflow depth0–68 / 68 pts0/18 checks with established status
AWeber
28–96/100 documented fit
Core capabilities24–32 / 32 pts7/10 checks with established status
Workflow depth4.4–63.6 / 68 pts2/18 checks with established status
Constant Contact
27–100/100 documented fit
Core capabilities27.2–32 / 32 pts8/10 checks with established status
Workflow depth0–68 / 68 pts0/18 checks with established status
Core capabilityEvent-triggered workflows4 points Β· Start an automation from a subscriber, website or business event.Supported4 / 4 pts
Evidence

Documented; channel credits and plan limits vary.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented; tier and channel package determine access.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Customer behavior and commerce data drive connected channels.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Form, sale, refund and course triggers.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Automation flows; lower tiers restrict steps.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Supplier confirmed welcome triggers, delays and click/purchase branches; supplied 2026-10-15.

Vendor confirmed Β· Oct 15, 2026Related documentation
Supported4 / 4 pts
Evidence

Documented store, audience and lifecycle capability.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Editors, profiles, workflows and data interfaces.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented; advanced functions require the appropriate plan.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Live behavioral data drives cross-channel journeys.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Canvas journey orchestration supports personalized paths.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented email, customer-event and connected-data workflow.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Sequences and visual automations; plan limits apply.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Profile, engagement and commerce events.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Visual flow builder with event-based lifecycle templates.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Unified profiles and welcome/abandonment journeys.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Signup, tags and RSS triggers.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Standard includes templates, engagement audiences and behavioral automations.

Official documentation Β· Oct 15, 2026Source
Core capabilityConditional paths and delays4 points Β· Use conditions and waiting steps to control customer journeys.Supported4 / 4 pts
Evidence

Automation rules include behavioral splits, delays and ecommerce triggers.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented; tier and channel package determine access.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Flow branches support conditions, time delays and test paths.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

AND/OR branches and timed waits.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Automation flows; lower tiers restrict steps.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Supplier confirmed welcome triggers, delays and click/purchase branches; supplied 2026-10-15.

Vendor confirmed Β· Oct 15, 2026Related documentation
Not verified0–4 / 4 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Workflow operations include waits, branches and conditional reevaluation.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Dynamic lists and yes/no journey splits are documented.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Canvas journey orchestration supports personalized paths.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented email, customer-event and connected-data workflow.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Creator plans offer conditional paths; some filter types differ.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Branches, waits and merged paths.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Visual flow builder with event-based lifecycle templates.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Conditions and timed waits.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Conditional branches use engagement, shopping or contact-membership criteria.

Official documentation Β· Oct 15, 2026Source
Depth checkConversion exits and re-entry control5.6 points Β· Configure when a participant exits a journey and whether the same contact may enter again.
Ask for a demonstration

Run a converting contact through a journey, then show the repeat-entry setting.

A scenario to run with the supplier; not a completed product test.
Supported5.6 / 5.6 pts
Evidence

Audience settings support re-entry and purchase-triggered exits.

Official documentation Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Limited2.8 / 5.6 pts
Evidence

Unsubscribe actions; re-entry scope unverified.

Official documentation Β· Oct 20, 2026Source
Supported5.6 / 5.6 pts
Evidence

Store-connected flows support conversion exits and repeat-entry settings.

Official documentation Β· Oct 15, 2026Source
Supported5.6 / 5.6 pts
Evidence

Supplier-confirmed purchase branches combine with documented limited or unlimited repeat-entry settings.

Vendor confirmed Β· Oct 15, 2026Related documentation
Supported5.6 / 5.6 pts
Evidence

Continuous exit conditions remove purchasers; workflow settings control re-entry.

Official documentation Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Limited2.8 / 5.6 pts
Evidence

Exit controls; re-entry scope unverified.

Official documentation Β· Oct 20, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Depth checkParticipant-level workflow diagnosis6.4 points Β· Inspect a participant’s path and the reason it waits, exits, or takes a branch.
Ask for a demonstration

Trace a test participant through a delay and a condition without guessing from aggregate counts.

A scenario to run with the supplier; not a completed product test.
Supported6.4 / 6.4 pts
Evidence

Sending-cadence controls expose contact-specific skip reasons in logs.

Official documentation Β· Oct 15, 2026Source
Supported6.4 / 6.4 pts
Evidence

Contact paths expose completed, waiting and skipped steps with explanations.

Official documentation Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Limited3.2 / 6.4 pts
Evidence

History limited to one month.

Official documentation Β· Oct 20, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported6.4 / 6.4 pts
Evidence

Individual journeys show steps, deliveries and exit reasons.

Official documentation Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Core capabilityEngagement events4 points Β· Use opens, clicks or website activity as workflow inputs.Supported4 / 4 pts
Evidence

Automation rules include behavioral splits, delays and ecommerce triggers.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented; tier and channel package determine access.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Customer behavior and commerce data drive connected channels.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Open, click and page-visit inputs.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Available; advanced content/targeting/reporting require eligible plans.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Supplier confirmed welcome triggers, delays and click/purchase branches; supplied 2026-10-15.

Vendor confirmed Β· Oct 15, 2026Related documentation
Supported4 / 4 pts
Evidence

Documented store, audience and lifecycle capability.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented; advanced functions require the appropriate plan.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Live behavioral data drives cross-channel journeys.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Templates, customer data, channels and data exports.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented email, customer-event and connected-data workflow.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Subscriber activity and App Store connections.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Opens, clicks and page visits.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Shopify data, integrations and lifecycle flow templates.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Customer events, subscriber attributes and integration APIs.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Open/click-based routes.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Standard includes templates, engagement audiences and behavioral automations.

Official documentation Β· Oct 15, 2026Source
Core capabilityPurchase and order events4 points Β· Use connected order or purchase information in automation.Supported4 / 4 pts
Evidence

Automation rules include behavioral splits, delays and ecommerce triggers.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented; tier and channel package determine access.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Customer behavior and commerce data drive connected channels.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Sale and payment-failure inputs.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Available; advanced content/targeting/reporting require eligible plans.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Supplier confirmed welcome triggers, delays and click/purchase branches; supplied 2026-10-15.

Vendor confirmed Β· Oct 15, 2026Related documentation
Supported4 / 4 pts
Evidence

Documented store, audience and lifecycle capability.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented; advanced functions require the appropriate plan.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Live behavioral data drives cross-channel journeys.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Templates, customer data, channels and data exports.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Documented email, customer-event and connected-data workflow.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Segments add/remove subscribers automatically, including purchase-based groups.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Product purchase/cart events.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Shopify data, integrations and lifecycle flow templates.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Customer events, subscriber attributes and integration APIs.

Official documentation Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Connected store purchase triggers.

Official documentation Β· Oct 20, 2026Source
Supported4 / 4 pts
Evidence

Standard includes templates, engagement audiences and behavioral automations.

Official documentation Β· Oct 15, 2026Source
Depth checkCustom-event property targeting5.6 points Β· Use properties of a custom business event to choose a workflow path or personalize its action.
Ask for a demonstration

Send a custom event with value and product fields, then branch on one of those fields.

A scenario to run with the supplier; not a completed product test.
Supported5.6 / 5.6 pts
Evidence

Event properties can personalize automated messages.

Official documentation Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Supported5.6 / 5.6 pts
Evidence

API-event properties can drive segments and event-triggered flows.

Official documentation Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported5.6 / 5.6 pts
Evidence

Commerce API supplies contact-linked carts and product variants for automation.

Official documentation Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–5.6 / 5.6 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Depth checkEvent ingestion validation or deduplication6.4 points Β· Detect rejected event payloads or prevent repeated ingestion of the same business event.
Ask for a demonstration

Submit an invalid or duplicate event and show its diagnostic or duplicate-handling result.

A scenario to run with the supplier; not a completed product test.
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported6.4 / 6.4 pts
Evidence

Events carrying the same unique_id are deduplicated.

Official documentation Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–6.4 / 6.4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Core capabilityEmail journey steps3.2 points Β· Send email as part of a customer journey.Supported3.2 / 3.2 pts
Evidence

Documented; channel credits and plan limits vary.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Documented; tier and channel package determine access.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Customer behavior and commerce data drive connected channels.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email workflow actions.

Official documentation Β· Oct 20, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email plus paid SMS; two-way conversations are listed.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email, SMS and WhatsApp; verify US SMS provisioning separately.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Documented store, audience and lifecycle capability.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Editors, profiles, workflows and data interfaces.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Documented; advanced functions require the appropriate plan.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Live behavioral data drives cross-channel journeys.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Templates, customer data, channels and data exports.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Documented email, customer-event and connected-data workflow.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email broadcasts, tagging and segmentation.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email action.

Official documentation Β· Oct 20, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

The Email product currently links to a waitlist.

Not verified Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Unified profiles and welcome/abandonment journeys.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email journey actions.

Official documentation Β· Oct 20, 2026Source
Supported3.2 / 3.2 pts
Evidence

Standard includes templates, engagement audiences and behavioral automations.

Official documentation Β· Oct 15, 2026Source
Core capabilitySMS, push or messaging steps3.2 points Β· Use a second direct messaging channel within the automation platform.Supported3.2 / 3.2 pts
Evidence

Documented; channel credits and plan limits vary.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Documented; tier and channel package determine access.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Customer behavior and commerce data drive connected channels.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

SMS workflow action.

Official documentation Β· Oct 20, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email plus paid SMS; two-way conversations are listed.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email, SMS and WhatsApp; verify US SMS provisioning separately.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Documented store, audience and lifecycle capability.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Editors, profiles, workflows and data interfaces.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Documented; advanced functions require the appropriate plan.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Live behavioral data drives cross-channel journeys.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Templates, customer data, channels and data exports.

Official documentation Β· Oct 15, 2026Source
Not supported0 / 3.2 pts
Evidence

Official scope excludes SMS and push.

Official documentation Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Supported3.2 / 3.2 pts
Evidence

US sender, campaigns, replies and revenue reports.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Unified profiles and welcome/abandonment journeys.

Official documentation Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Supported3.2 / 3.2 pts
Evidence

Email/SMS automations; sending package required.

Official documentation Β· Oct 15, 2026Source
Depth checkCoordinated contact pressure4.8 points Β· Apply a shared contact-frequency rule across more than one messaging channel.
Ask for a demonstration

Show how one recent channel message prevents another channel from over-contacting the same person.

A scenario to run with the supplier; not a completed product test.
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

Smart Sending is channel-specific; the reviewed evidence does not establish a shared configured rule across channels.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported4.8 / 4.8 pts
Evidence

Global/channel caps coordinate contact pressure; quiet hours govern delayed sends.

Official documentation Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

Drip documents email-only native delivery; coordinated pressure through another channel integration remains unverified.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Depth checkEligibility-aware channel fallback4.8 points Β· Choose an alternative channel using consent, address availability, or delivery eligibility.
Ask for a demonstration

Use a contact without SMS eligibility and demonstrate a permitted alternative channel path.

A scenario to run with the supplier; not a completed product test.
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported4.8 / 4.8 pts
Evidence

Configured SMS steps can pass ineligible contacts onward to another channel.

Official documentation Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4.8 / 4.8 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Core capabilityReady-made business connections2.4 points Β· Connect an external store, CRM or business application through a supplied connector.Supported2.4 / 2.4 pts
Evidence

Shopify/WooCommerce and other plugins supply order/revenue dashboards.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Documented; tier and channel package determine access.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Customer behavior and commerce data drive connected channels.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Google Sheets action.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

Available; advanced content/targeting/reporting require eligible plans.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Ecommerce connections advertised; match the specific store before purchase.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Documented store, audience and lifecycle capability.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Editors, profiles, workflows and data interfaces.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Documented; advanced functions require the appropriate plan.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Shopify integration synchronizes commerce and attribution data.

Official documentation Β· Oct 15, 2026Source
Not verified0–2.4 / 2.4 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Documented email, customer-event and connected-data workflow.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Subscriber activity and App Store connections.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Slack action and CRM connections.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

Shopify data, integrations and lifecycle flow templates.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Shopify integration syncs customer attributes into targeting.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Shopify, PayPal and Zapier connections.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

Standard includes templates, engagement audiences and behavioral automations.

Official documentation Β· Oct 15, 2026Source
Core capabilityAPIs or webhooks2.4 points Β· Exchange events or records using documented programmable interfaces.Supported2.4 / 2.4 pts
Evidence

Documented; channel credits and plan limits vary.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Segment analytics offers table export and API access.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Flows API manages event-driven email/SMS and abandonment flows.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Webhooks and MCP interfaces.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

Marketing API exposes campaign product purchases and revenue.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Messaging and customer-data APIs are documented.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Reports API exposes engagement, delivery and attributed revenue.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Editors, profiles, workflows and data interfaces.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Documented; advanced functions require the appropriate plan.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

API exports purchases, email events and messaging activity.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Templates, customer data, channels and data exports.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Documented email, customer-event and connected-data workflow.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Broadcast statistics API returns engagement and unsubscribe metrics.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Outbound webhook action.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

Professional API; Enterprise data-warehouse push.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Customer events, subscriber attributes and integration APIs.

Official documentation Β· Oct 15, 2026Source
Not verified0–2.4 / 2.4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–2.4 / 2.4 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Depth checkExport customer and event records3.2 points Β· Retrieve customer records and event history through a documented export or data interface.
Ask for a demonstration

Export a test customer together with event records and demonstrate the identifiers linking them.

A scenario to run with the supplier; not a completed product test.
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Limited1.6 / 3.2 pts
Evidence

Contacts and aggregate email stats; event detail limited.

Official documentation Β· Oct 20, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Warehouse export includes customer, journey and delivery identifiers.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

The export guide identifies contact, click-track and campaign-statistics APIs.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Export APIs expose identifiable engagement, delivery and purchase data.

Official documentation Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Limited1.6 / 3.2 pts
Evidence

Subscriber/message backup; event detail unverified.

Official documentation Β· Oct 20, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Depth checkObservable failed integration delivery4 points Β· Inspect failures of outbound webhooks or integration actions and retry or replay them.
Ask for a demonstration

Cause a destination to reject an action, locate the failure, and demonstrate its retry or replay path.

A scenario to run with the supplier; not a completed product test.
Supported4 / 4 pts
Evidence

Delivery logs and automatic retries are documented; failed-event replay is unavailable.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Failed webhook deliveries have logged responses, automatic retries and manual retry.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Message logs expose webhook errors and documented retry handling.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Core capabilityAI content or workflow creation2.4 points Β· Use AI to draft marketing content or construct workflow objects.Supported2.4 / 2.4 pts
Evidence

Aura can create an automation.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Active Intelligence generates campaigns and workflows.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Composer creates campaigns; task credits apply.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

MCP can create workflow objects.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI content tools; eligible plan required.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Newsletter AI; supplier confirmed supported languages including English on 2026-10-15.

Vendor confirmed Β· Oct 15, 2026Related documentation
Supported2.4 / 2.4 pts
Evidence

AI generates marketing content and forms.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI styles, translation and execution skills; agent is beta.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI email and campaign generation; entry-tier usage limits.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Nova supports journey preparation.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

BrazeAI generation; contracted edition determines scope.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

MCP-connected assistant drafts campaigns with explicit approval.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Connected external AI client drafts broadcasts; sends need explicit confirmation.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI marketing copy.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI Brand Center and generated message variants.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI Essentials generates message and subject-line copy.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI drafts marketing content.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI drafts marketing copy.

Official documentation Β· Oct 15, 2026Source
Core capabilityAI insights or approved actions2.4 points Β· Use customer data for AI recommendations or authorized marketing actions.Supported2.4 / 2.4 pts
Evidence

Aura assists audience and campaign tasks.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Suggested segments, actions and predictive sending.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Composer audits campaigns and segments; task credits apply.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Read data and perform authorised tag/actions.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

Send optimization and campaign/store insights.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Pulsy insights and smart timing; English confirmed by supplier, 2026-10-15.

Vendor confirmed Β· Oct 15, 2026Related documentation
Supported2.4 / 2.4 pts
Evidence

Reports AI; advanced recommendations and timing on Pro.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Send optimization, content analysis and agent execution.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI product recommendations are an enterprise capability.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Nova analyzes results and proposes reviewed actions.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI optimization, decisioning and operator tools.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

External MCP assistant queries account data and performs approved actions.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

External MCP client analyzes account data and acts with authorization.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

Audience Discovery predictions.

Official documentation Β· Oct 20, 2026Source
Supported2.4 / 2.4 pts
Evidence

Infinity Testing and personalized Shopper journeys.

Official documentation Β· Oct 15, 2026Source
Supported2.4 / 2.4 pts
Evidence

AI Pro/Journeys add timing, audiences and personalized flows.

Official documentation Β· Oct 15, 2026Source
Not verified0–2.4 / 2.4 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–2.4 / 2.4 pts
Evidence

Not established in reviewed evidence; request this specific demonstration.

Not verified Β· Oct 15, 2026Source
Depth checkAI grounded in journey or customer data3.2 points Β· Use real customer, campaign, or workflow data when asking AI to analyze or recommend automation changes.
Ask for a demonstration

Ask for a change to a named journey and show the account data behind the recommendation.

A scenario to run with the supplier; not a completed product test.
Supported3.2 / 3.2 pts
Evidence

Aura accesses campaign details and customer engagement for segmentation and recommendations.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Active Intelligence reads automation outcomes and activity logs.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Composer audits existing campaigns, segments and journeys with explanatory findings.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Actual account data available to assistant.

Official documentation Β· Oct 20, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Pulsy analyzes actual campaign, engagement and purchase data.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

Reports AI analyzes account campaigns, journeys, products and sales.

Official documentation Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

MCP analyzes actual newsletter performance and contact engagement.

Official documentation Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

MCP exposes account campaigns, events, customers and revenue to an authorized AI client.

Official documentation Β· Oct 15, 2026Source
Supported3.2 / 3.2 pts
Evidence

AI connectors can inspect subscriber, campaign, purchase and report data.

Official documentation Β· Oct 15, 2026Source
Limited1.6 / 3.2 pts
Evidence

Commerce data drives predictions; conversational analysis unverified.

Official documentation Β· Oct 20, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

Not verified.

Not verified Β· Oct 20, 2026Source
Not verified0–3.2 / 3.2 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Depth checkApproval boundary for AI changes4 points Β· Require review or explicit confirmation before AI-created journey changes become live.
Ask for a demonstration

Ask AI to change a live journey and demonstrate the review or confirmation boundary.

A scenario to run with the supplier; not a completed product test.
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Composer audit is advisory: changes must be reviewed and applied by the marketer.

Official documentation Β· Oct 15, 2026Source
Limited2 / 4 pts
Evidence

Client confirmation; limited workflow tools.

Official documentation Β· Oct 20, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

Nova prepares execution plans for marketer review and approval.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Supported4 / 4 pts
Evidence

MCP writes require explicit approval; read-only is the default.

Official documentation Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

AI workflow activation boundary unverified.

Not verified Β· Oct 20, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Not verified0–4 / 4 pts
Evidence

AI workflow activation not documented.

Not verified Β· Oct 20, 2026Source
Not verified0–4 / 4 pts
Evidence

This specific workflow has not been established by the reviewed evidence.

Not verified Β· Oct 15, 2026Source
Depth checkManage contact groups through an MCP AI connector2.5 points Β· Demonstrate "Manage contact groups through an MCP AI connector" with test data. Show the result, an exception case, and the required plan.
Ask for a demonstration

Demonstrate "Manage contact groups through an MCP AI connector" with test data. Show the result, an exception case, and the required plan.

A scenario to run with the supplier; not a completed product test.
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Supported2.5 / 2.5 pts
Evidence

Pulseem MCP documents creating groups and adding contacts from a connected assistant. Main API connector supports group/contact management; check account enablement and AI-client write-tool entitlement.

Official documentation Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Depth checkTranslate journey message content with AI2.5 points Β· Demonstrate "Translate journey message content with AI" with test data. Show the result, an exception case, and the required plan.
Ask for a demonstration

Demonstrate "Translate journey message content with AI" with test data. Show the result, an exception case, and the required plan.

A scenario to run with the supplier; not a completed product test.
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Depth checkClone a journey without copying active participants2.5 points Β· Demonstrate "Clone a journey without copying active participants" with test data. Show the result, an exception case, and the required plan.
Ask for a demonstration

Demonstrate "Clone a journey without copying active participants" with test data. Show the result, an exception case, and the required plan.

A scenario to run with the supplier; not a completed product test.
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Supported2.5 / 2.5 pts
Evidence

Copied automations start inactive and do not carry over original participants or original automation settings. General product capability; local contract, supported language and entitlement must be confirmed.

Official documentation Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Depth checkStop one participant run without stopping other runs2.5 points Β· Demonstrate "Stop one participant run without stopping other runs" with test data. Show the result, an exception case, and the required plan.
Ask for a demonstration

Demonstrate "Stop one participant run without stopping other runs" with test data. Show the result, an exception case, and the required plan.

A scenario to run with the supplier; not a completed product test.
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Supported2.5 / 2.5 pts
Evidence

Manage Contacts can end one current run without ending other runs of that contact. Documentation states all ActiveCampaign plans; verify rollout in the actual local account.

Official documentation Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Depth checkResolve duplicate active journey runs2.5 points Β· Create two active test runs for the same contact. Keep the newest and show what happens to the older run and queued messages.
Ask for a demonstration

Create two active test runs for the same contact. Keep the newest and show what happens to the older run and queued messages.

A scenario to run with the supplier; not a completed product test.
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Supported2.5 / 2.5 pts
Evidence

Duplicate-run controls keep the newest or first current run or end all current runs. Documentation states all ActiveCampaign plans; confirmation is required before run termination.

Official documentation Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Depth checkQueue actual journey messages as reviewable drafts2.5 points Β· Demonstrate "Queue actual journey messages as reviewable drafts" with test data. Show the result, an exception case, and the required plan.
Ask for a demonstration

Demonstrate "Queue actual journey messages as reviewable drafts" with test data. Show the result, an exception case, and the required plan.

A scenario to run with the supplier; not a completed product test.
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Supported2.5 / 2.5 pts
Evidence

Queue Draft holds generated live-workflow messages for inspection before sending. General product capability; local contract, supported language and entitlement must be confirmed.

Official documentation Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Depth checkShow dependencies between linked journeys2.5 points Β· Demonstrate "Show dependencies between linked journeys" with test data. Show the result, an exception case, and the required plan.
Ask for a demonstration

Demonstrate "Show dependencies between linked journeys" with test data. Show the result, an exception case, and the required plan.

A scenario to run with the supplier; not a completed product test.
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Depth checkApply contact time zones to timed journey steps2.5 points Β· Demonstrate "Apply contact time zones to timed journey steps" with test data. Show the result, an exception case, and the required plan.
Ask for a demonstration

Demonstrate "Apply contact time zones to timed journey steps" with test data. Show the result, an exception case, and the required plan.

A scenario to run with the supplier; not a completed product test.
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source
Not verified0–2.5 / 2.5 pts
Evidence

This specific check has not been verified. Missing evidence does not mean the capability is absent. Ask for a demonstration in the proposed plan.

Not verified Β· Oct 21, 2026Source

WHAT WE MEASURE

The criteria behind the score.

The established 20 checks contribute 80 points. Eight new operational checks contribute 20 points. AI checks are included in their own group and are excluded when AI priority is set to zero. These assess documented capability scope, not measured performance. Adjust group priorities in the comparison tool.

See the complete calculation β†’
  1. Workflow orchestration 20%

    Can complex branches and exits be expressed?

  2. Behavioral customer data 20%

    Does the system act on usable customer events?

  3. Coordinated channels 16%

    Can channels share timing and suppression logic?

  4. Integration and extensibility 12%

    Can the platform exchange reliable business data?

  5. AI decisions and actions 17%

    Can AI improve decisions or perform governed actions?

  6. Operational detail 15%

    Specific workflow, integration and control checks beyond the established rubric.

THE PRACTICAL BUYER’S GUIDE

How to choose marketing automation.

Marketing automation is a decision system built on customer data. A flow can look sophisticated while reacting to an event that arrives late, duplicates a purchase or lacks the right consent status. Begin with the business event and desired outcome: an activated trial, a second purchase, a renewed subscription or a completed appointment. Map the data source, the rule, the message, the exit condition and the person who maintains it. Then select a platform capable of that process at your volume. US teams should also distinguish email, registered SMS and restricted WhatsApp use cases. Owning several channels in one platform does not make every message appropriate or deliverable in every market.

Define the event contract before drawing workflows

Choose three important events and write down their fields, timing and owner. For a purchase, specify the customer identifier, order identifier, items, value, currency and cancellation/refund state. Use duplicate and delayed events in the demo. Ask whether a journey can stop immediately after success and whether another campaign can still contact the same customer. This catches data-model problems that a polished journey canvas hides. If events require engineering work, put that work in the implementation plan. A vendor integration badge is a starting point; it does not establish that your custom order states or subscription changes are available.

Select a platform your team can operate

An enterprise journey engine can be appropriate for a large consumer app, while a smaller team may benefit from fewer moving parts. Identify who builds, approves, diagnoses and changes automations. Ask for version history, access roles, testing options and an explanation of what happens to people already inside a flow when it changes. A buyer should leave a demo able to explain the recovery process after a bad import or mistaken branch. Consider an initial program with a welcome journey, one activation or purchase sequence and one retention flow. Expand only after reporting and operational ownership are working.

Evaluate AI at the action boundary

AI can generate content, suggest segments, build workflows, explain results or decide which step to take. Those functions deserve separate evaluation. Give the vendor an incomplete customer record, an unavailable offer and a failing external action. Observe whether the agent asks for clarification, uses a safe fallback or confidently does the wrong thing. Verify where actions are logged and whether a person can stop or reverse them. A sophisticated recommendation still depends on your commercial assumptions and data quality. Model the cost of AI credits or tasks separately from channel volume so that a successful pilot does not produce an unexplained operating bill.

What changes the total cost?

  • Customer/profile or monthly-active-user volume and event-data scope.
  • Channel credits, send allowances, custom connectors and implementation.
  • AI tasks, advanced governance, extra workspaces and support agreements.

Where purchases go wrong

  • Buying a workflow canvas before identifying who owns the customer events.
  • Assuming every channel and premium connector is in the entry subscription.
  • Using attributed campaign revenue as proof that the automation caused incremental sales.

Bring these questions to the demo

  • Replay a duplicate event and show how the flow avoids duplicate contact.
  • Change a live journey and explain what happens to current participants.
  • Demonstrate a global suppression or frequency rule across channels.
  • Show an AI action log, permission boundary and human stop mechanism.

Questions buyers ask

Do I need marketing automation if I only send newsletters?

Possibly not yet. Establish the repeatable follow-ups that would save time or improve relevance. A simple welcome series can be enough initially. Pay for complex orchestration when you have the events, team and use cases to operate it.

Can one platform replace a CRM and a data warehouse?

Sometimes it covers part of those jobs, but the products serve different purposes. Verify authoritative records, ownership and export paths. Do not assume a customer profile screen provides the accounting, sales-process or analytical controls of a separate system.

Why do feature scores differ from a universal best-product ranking?

A documented workflow capability does not prove ease of use, reliability or business impact. Our score expresses feature fit under explicit criteria. Your own data model, staffing and production pilot should decide between shortlisted products.

Research sources

  1. ActiveCampaign workflow and add-on limits
  2. Customer.io data and billing model
  3. Braze packaging
  4. Iterable journeys

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