US BUYER’S GUIDE · 12 PRODUCTS

Ecommerce marketing

Which platform turns store events into relevant lifecycle messages?

Evaluate store-connected email, SMS and lifecycle automation with attention to catalog data, customer events and attributable revenue.

Research desk · Oct 20, 2026 · Methodology

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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 for	Pricing context	Documented fit	Next step
Klaviyo Retail teams that want customer behavior and multiple lifecycle channels in a shared data model.	See pricingper monthConfigured plan	63–100/100 documented fit 63% evidence coverage	Full research →
Omnisend Small and midmarket stores seeking prebuilt lifecycle workflows and a clear email tier ladder.	$16.00per monthStandard, 500 contacts	63–100/100 documented fit 63% evidence coverage	Full research →
Attentive Consumer brands seeking coordinated mobile and email programs with managed onboarding and strategic support.	Custom quoteper monthConfigured plan	58–100/100 documented fit 58% evidence coverage	Full research →
Drip Online sellers prioritizing behavioral email journeys and store revenue over a broad omnichannel suite.	$39.00per monthEntry paid tier	54–97/100 documented fit 57% evidence coverage	Full research →
Mailchimp Small and growing teams that want email creation, connected store data and familiar integrations in one workspace.	$13.00per monthEssentials, 500 contacts	54–100/100 documented fit 54% evidence coverage	Full research →
Pulseem Teams seeking one messaging workspace and willing to validate US SMS onboarding, support, and commercial terms with Pulseem.	Custom quoteper monthConfigured plan	47–100/100 documented fit 47% evidence coverage	Full research →
GetResponse Teams combining list growth, email journeys and ecommerce campaigns without a separate landing-page tool.	See pricingper monthStarter / Marketer / Creator / Enterprise	44–100/100 documented fit 44% evidence coverage	Full research →
Postscript Shopify brands prioritizing mobile retention and store-driven segmentation.	See pricingper monthStarter	42–100/100 documented fit 42% evidence coverage	Full research →
Iterable Consumer businesses with complex event data and a team managing lifecycle experiments.	Custom quoteper monthConfigured plan	35–100/100 documented fit 35% evidence coverage	Full research →
ActiveCampaign Teams with branching customer journeys and someone responsible for customer data and automation design.	See pricingper monthConfigured plan	34–100/100 documented fit 34% evidence coverage	Full research →
Brevo Teams that want to combine email with transactional or messaging workflows and compare send-volume tiers carefully.	$9.00per monthStarter, 5,000 emails	34–100/100 documented fit 34% evidence coverage	Full research →
Braze Large consumer brands coordinating product, mobile and marketing data across multiple teams.	Custom quoteper monthConfigured plan	22–100/100 documented fit 22% evidence coverage	Full research →

BEYOND A FEATURE CHECKMARK

How deep does the capability go?

Choose up to 3 for a closer look →

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.

Show checksShowing fewer rows does not change the score.

Ecommerce marketing features for all 12 products
Feature / base weight	Klaviyo 63–100/100 documented fit Core capabilities32 / 32 pts10/10 checks with established status Workflow depth30.7–68 / 68 pts8/18 checks with established status	Omnisend 63–100/100 documented fit Core capabilities32 / 32 pts10/10 checks with established status Workflow depth31.2–68 / 68 pts7/18 checks with established status	Attentive 58–100/100 documented fit Core capabilities32 / 32 pts10/10 checks with established status Workflow depth26.4–68 / 68 pts5/18 checks with established status	Drip 54–97/100 documented fit Core capabilities28.8 / 32 pts10/10 checks with established status Workflow depth24.8–68 / 68 pts5/18 checks with established status	Mailchimp 54–100/100 documented fit Core capabilities32 / 32 pts10/10 checks with established status Workflow depth22.4–68 / 68 pts5/18 checks with established status	Pulseem 47–100/100 documented fit Core capabilities32 / 32 pts10/10 checks with established status Workflow depth15.2–68 / 68 pts3/18 checks with established status	GetResponse 44–100/100 documented fit Core capabilities28–32 / 32 pts9/10 checks with established status Workflow depth16–68 / 68 pts3/18 checks with established status	Postscript 42–100/100 documented fit Core capabilities28.8–32 / 32 pts9/10 checks with established status Workflow depth12.8–68 / 68 pts3/18 checks with established status	Iterable 35–100/100 documented fit Core capabilities27.2–32 / 32 pts8/10 checks with established status Workflow depth8–68 / 68 pts2/18 checks with established status	ActiveCampaign 34–100/100 documented fit Core capabilities28–32 / 32 pts9/10 checks with established status Workflow depth6.4–68 / 68 pts1/18 checks with established status	Brevo 34–100/100 documented fit Core capabilities21.6–32 / 32 pts7/10 checks with established status Workflow depth12.8–68 / 68 pts3/18 checks with established status	Braze 22–100/100 documented fit Core capabilities17.6–32 / 32 pts6/10 checks with established status Workflow depth4.8–68 / 68 pts1/18 checks with established status
Core capabilityStore connection4 points · Connect an ecommerce store through a documented integration or data interface.	Supported4 / 4 pts Evidence Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented store, audience and lifecycle capability. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify integration syncs customer attributes into targeting. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented email, customer-event and connected-data workflow. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Connected Shopify triggers include cart and order follow-ups. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Ecommerce connections advertised; match the specific store before purchase. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented; advanced functions require the appropriate plan. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify data, integrations and lifecycle flow templates. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify integration synchronizes commerce and attribution data. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented; tier and channel package determine access. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify/WooCommerce and other plugins supply order/revenue dashboards. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source
Core capabilityProduct and order data4 points · Use store products, purchases or orders in marketing.	Supported4 / 4 pts Evidence Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented store, audience and lifecycle capability. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Customer events, subscriber attributes and integration APIs. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented email, customer-event and connected-data workflow. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Marketing API exposes campaign product purchases and revenue. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Campaign revenue, conversion rate and purchasing-customer reports. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented; advanced functions require the appropriate plan. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify data, integrations and lifecycle flow templates. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify integration synchronizes commerce and attribution data. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented; tier and channel package determine access. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify/WooCommerce and other plugins supply order/revenue dashboards. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Templates, customer data, channels and data exports. Official documentation · Oct 15, 2026Source
Depth checkOrder changes after purchase5.6 points · Ingest a later order state such as refund, cancellation, or fulfillment for marketing use. Ask for a demonstration Update an existing test order after purchase and show the resulting event or customer state. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported5.6 / 5.6 pts Evidence Transactional journeys consume real-time fulfillment and order events. Official documentation · Oct 15, 2026Source	Supported5.6 / 5.6 pts Evidence The documented MCP action set includes logging refunds. Official documentation · Oct 15, 2026Source	Supported5.6 / 5.6 pts Evidence Shopify triggers include cancellations, refunds and fulfillment events. Official documentation · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkProduct-level targeting6.4 points · Use catalog identifiers or product/category purchase history in audience or message logic. Ask for a demonstration Build a product- or category-specific customer selection and show the underlying order data. 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 · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported6.4 / 6.4 pts Evidence Shopify customer data supports product and order segmentation. Official documentation · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported6.4 / 6.4 pts Evidence Connected catalog and order data support product-based marketing. Official documentation · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityAbandoned-cart recovery4 points · Trigger follow-up when a shopper abandons a cart or checkout.	Supported4 / 4 pts Evidence Flows API manages event-driven email/SMS and abandonment flows. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented store, audience and lifecycle capability. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Unified profiles and welcome/abandonment journeys. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented email, customer-event and connected-data workflow. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Connected Shopify triggers include cart and order follow-ups. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Cart recovery, order and delivery automations. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented; advanced functions require the appropriate plan. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify data, integrations and lifecycle flow templates. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify connector supports abandonment and post-purchase workflows. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented; tier and channel package determine access. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source
Core capabilityPost-purchase or retention flows4 points · Automate follow-up after purchase or at a customer lifecycle stage.	Supported4 / 4 pts Evidence Order-triggered flows include thanks, upsell and review requests. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented store, audience and lifecycle capability. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Unified profiles and welcome/abandonment journeys. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Documented email, customer-event and connected-data workflow. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Connected Shopify triggers include cart and order follow-ups. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Cart recovery, order and delivery automations. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify data, integrations and lifecycle flow templates. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Shopify connector supports abandonment and post-purchase workflows. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source
Depth checkStop recovery after conversion5.6 points · Recheck an abandoned-cart customer’s purchase status before a later recovery message. Ask for a demonstration Complete a test purchase during the recovery delay and show the next reminder being avoided. A scenario to run with the supplier; not a completed product test.	Supported5.6 / 5.6 pts Evidence Cart flows recheck purchase filters before subsequent messages. Official documentation · Oct 15, 2026Source	Supported5.6 / 5.6 pts Evidence Continuous exit conditions remove purchasers; workflow settings control re-entry. Official documentation · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported5.6 / 5.6 pts Evidence A purchase goal bypasses preceding recovery steps. Official documentation · Oct 15, 2026Source	Supported5.6 / 5.6 pts Evidence Store-connected flows support conversion exits and repeat-entry settings. Official documentation · Oct 15, 2026Source	Supported5.6 / 5.6 pts Evidence Supplier confirmed delayed follow-ups branching on purchase on 2026-10-15 via the site owner. Vendor confirmed · Oct 15, 2026Related documentation	Supported5.6 / 5.6 pts Evidence Ecommerce recovery ends automatically when the customer completes purchase. Official documentation · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported5.6 / 5.6 pts Evidence Audience settings support re-entry and purchase-triggered exits. Official documentation · Oct 15, 2026Source	Not verified0–5.6 / 5.6 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkLifecycle experiments6.4 points · Compare alternative lifecycle-message paths or content using a controlled recipient split. Ask for a demonstration Create two recovery or retention variants and show separate outcome reporting. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Evidence Random flow splits compare message variants and paths. Official documentation · Oct 15, 2026Source	Supported6.4 / 6.4 pts Evidence Automation A/B split supports contrasting SMS journey paths. Official documentation · Oct 15, 2026Source	Supported6.4 / 6.4 pts Evidence Campaign/journey composers support controlled message-variant splits. Official documentation · Oct 15, 2026Source	Supported6.4 / 6.4 pts Evidence Workflow splits compare conversion and revenue outcomes; winner selection is manual. Official documentation · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported6.4 / 6.4 pts Evidence Automation A/B tests compare message variants and optionally continue with the winner. Official documentation · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported6.4 / 6.4 pts Evidence Flow Builder provides controlled A/B branches. Official documentation · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported6.4 / 6.4 pts Evidence Automation supports email variants and controlled split paths. Official documentation · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–6.4 / 6.4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityCommerce email campaigns3.2 points · Send store-related email campaigns or journeys.	Supported3.2 / 3.2 pts Evidence Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented store, audience and lifecycle capability. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Unified profiles and welcome/abandonment journeys. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented email, customer-event and connected-data workflow. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Email plus paid SMS; two-way conversations are listed. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Email, SMS and WhatsApp; verify US SMS provisioning separately. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented; advanced functions require the appropriate plan. Official documentation · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence The Email product currently links to a waitlist. Not verified · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Live behavioral data drives cross-channel journeys. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented; tier and channel package determine access. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented; channel credits and plan limits vary. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Templates, customer data, channels and data exports. Official documentation · Oct 15, 2026Source
Core capabilitySMS, push or messaging engagement3.2 points · Reach customers through an additional direct messaging channel.	Supported3.2 / 3.2 pts Evidence Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented store, audience and lifecycle capability. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Unified profiles and welcome/abandonment journeys. Official documentation · Oct 15, 2026Source	Not supported0 / 3.2 pts Evidence Official scope excludes SMS and push. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Email plus paid SMS; two-way conversations are listed. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Email, SMS and WhatsApp; verify US SMS provisioning separately. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented; advanced functions require the appropriate plan. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence US sender, campaigns, replies and revenue reports. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Live behavioral data drives cross-channel journeys. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented; tier and channel package determine access. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Documented; channel credits and plan limits vary. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Templates, customer data, channels and data exports. Official documentation · Oct 15, 2026Source
Depth checkChannel-specific consent paths4.8 points · Select messaging paths according to the customer’s channel-specific subscription or eligibility. Ask for a demonstration Show an email-only shopper and an SMS-subscribed shopper taking appropriate paths. 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 · Oct 15, 2026Source	Supported4.8 / 4.8 pts Evidence Configured SMS steps can pass ineligible contacts onward to another channel. Official documentation · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkCross-channel frequency coordination4.8 points · Apply contact-pressure limits across at least two channels in commerce journeys. Ask for a demonstration Demonstrate how a recent message in one channel changes a later message in another. A scenario to run with the supplier; not a completed product test.	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 · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · 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 · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4.8 / 4.8 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported4.8 / 4.8 pts Evidence Global/channel caps coordinate contact pressure; quiet hours govern delayed sends. Official documentation · Oct 15, 2026Source
Core capabilityRevenue or conversion reports2.4 points · Relate messaging activity to recorded orders, revenue or conversions.	Supported2.4 / 2.4 pts Evidence Campaign/flow reporting includes conversions and CSV exports. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Documented store, audience and lifecycle capability. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Segment reports include deliveries, clicks, conversions and revenue. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Documented email, customer-event and connected-data workflow. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Marketing API exposes campaign product purchases and revenue. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Campaign revenue, conversion rate and purchasing-customer reports. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Documented; advanced functions require the appropriate plan. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence US sender, campaigns, replies and revenue reports. Official documentation · Oct 15, 2026Source	Not verified0–2.4 / 2.4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Documented; tier and channel package determine access. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Shopify/WooCommerce and other plugins supply order/revenue dashboards. Official documentation · Oct 15, 2026Source	Not verified0–2.4 / 2.4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source
Core capabilityReporting export or data API2.4 points · Retrieve marketing results for analysis outside the reporting screen.	Supported2.4 / 2.4 pts Evidence Campaign/flow reporting includes conversions and CSV exports. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Reports API exposes engagement, delivery and attributed revenue. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Generated campaign reports can be downloaded or scheduled. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Documented email, customer-event and connected-data workflow. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Marketing API exposes campaign product purchases and revenue. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Supplier confirmed recipient-level results, exports and API access; supplied 2026-10-15. Vendor confirmed · Oct 15, 2026Related documentation	Supported2.4 / 2.4 pts Evidence Newsletter statistics, click data and custom reports are exportable. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Professional API; Enterprise data-warehouse push. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence API exports purchases, email events and messaging activity. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Segment analytics offers table export and API access. Official documentation · Oct 15, 2026Source	Not verified0–2.4 / 2.4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Templates, customer data, channels and data exports. Official documentation · Oct 15, 2026Source
Depth checkAttribution-rule control3.2 points · Inspect and adjust the rule or time window assigning store conversions to marketing. Ask for a demonstration Change a lookback or qualifying interaction and explain the attribution impact. A scenario to run with the supplier; not a completed product test.	Supported3.2 / 3.2 pts Evidence Configurable channel windows and qualifying interactions determine conversion attribution. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Attribution start rule and lookback window are configurable. Official documentation · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence SMS attribution windows are customizable. Official documentation · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkPortable campaign revenue data4 points · Export or query campaign- or message-linked revenue for external analysis. Ask for a demonstration Retrieve campaign revenue with campaign identifiers in an export or API response. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts Evidence Campaign/flow reports export engagement and revenue by campaign. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Reporting API exposes campaign/channel-linked revenue. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Campaign reports can be downloaded or scheduled for export. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported4 / 4 pts Evidence The reporting API returns campaign-linked product revenue. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported4 / 4 pts Evidence Export APIs expose identifiable engagement, delivery and purchase data. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityAI marketing content2.4 points · Generate commerce campaign text or creative material with AI.	Supported2.4 / 2.4 pts Evidence Composer creates campaigns; task credits apply. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence AI generates marketing content and forms. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence AI Essentials generates message and subject-line copy. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence MCP-connected assistant drafts campaigns with explicit approval. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence AI content tools; eligible plan required. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Newsletter AI; supplier confirmed supported languages including English on 2026-10-15. Vendor confirmed · Oct 15, 2026Related documentation	Supported2.4 / 2.4 pts Evidence AI email and campaign generation; entry-tier usage limits. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence AI Brand Center and generated message variants. Official documentation · Oct 15, 2026Source	Not verified0–2.4 / 2.4 pts Evidence Not established in reviewed evidence; request this specific demonstration. Not verified · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Active Intelligence generates campaigns and workflows. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Aura assists campaign content creation. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence BrazeAI generation; contracted edition determines scope. Official documentation · Oct 15, 2026Source
Core capabilityAI personalization or analytics2.4 points · Use commerce or engagement data for AI targeting, recommendations or analysis.	Supported2.4 / 2.4 pts Evidence Composer audits campaigns and segments; task credits apply. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Reports AI; advanced recommendations and timing on Pro. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence AI Pro/Journeys add timing, audiences and personalized flows. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence External MCP assistant queries account data and performs approved actions. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Send optimization and campaign/store insights. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Pulsy insights and smart timing; English confirmed by supplier, 2026-10-15. Vendor confirmed · Oct 15, 2026Related documentation	Supported2.4 / 2.4 pts Evidence Send-time optimization; enterprise AI recommendations. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Infinity Testing and personalized Shopper journeys. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Nova analyzes results and proposes reviewed actions. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Suggested segments, actions and predictive sending. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence Send-time optimization and product recommendations by tier. Official documentation · Oct 15, 2026Source	Supported2.4 / 2.4 pts Evidence AI optimization, decisioning and operator tools. Official documentation · Oct 15, 2026Source
Depth checkAI using real commerce data3.2 points · Use catalog, purchase, or customer activity data for AI recommendations, analysis, or personalization. Ask for a demonstration Ask AI about a real product or customer cohort and inspect which store data informs the answer. 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 · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Reports AI analyzes account campaigns, journeys, products and sales. Official documentation · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence MCP exposes account campaigns, events, customers and revenue to an authorized AI client. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Analytics AI analyzes connected store and campaign performance. Official documentation · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Pulsy analyzes actual campaign, engagement and purchase data. Official documentation · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Brand Center supplies business context; Shopper uses commerce signals. Official documentation · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported3.2 / 3.2 pts Evidence Aura accesses campaign details and customer engagement for segmentation and recommendations. Official documentation · Oct 15, 2026Source	Not verified0–3.2 / 3.2 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkReview AI commerce changes before release4 points · Review or explicitly approve AI-generated campaign or workflow changes before publication. Ask for a demonstration Ask AI to create a commerce campaign and show the boundary before it goes live. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts Evidence Composer audit is advisory: changes must be reviewed and applied by the marketer. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence AI-assisted campaign composition is followed by explicit review and send steps. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Suggested messages are reviewed before inclusion and scheduling. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence MCP writes require explicit approval; read-only is the default. Official documentation · Oct 15, 2026Source	Supported4 / 4 pts Evidence Write with AI inserts reviewed suggestions into an editable draft. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported4 / 4 pts Evidence AI newsletters remain drafts until the marketer edits, schedules or sends them. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported4 / 4 pts Evidence Nova prepares execution plans for marketer review and approval. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source	Supported4 / 4 pts Evidence Aura suggestions require the user’s action; campaign text cannot change independently. Official documentation · Oct 15, 2026Source	Not verified0–4 / 4 pts Evidence This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkPredict the customer's next order date2.5 points · Demonstrate "Predict the customer's next order date" with test data. Show the result, an exception case, and the required plan. Ask for a demonstration Demonstrate "Predict the customer's next order date" 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.	Supported2.5 / 2.5 pts Evidence Klaviyo estimates next order date from individual and aggregate customer purchase patterns. Predictive features require qualifying purchase history and data volume; predictive values are estimates. Historic CLV is not predictive. Official documentation · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · Oct 21, 2026Source
Depth checkEstimate customer churn probability2.5 points · Demonstrate "Estimate customer churn probability" with test data. Show the result, an exception case, and the required plan. Ask for a demonstration Demonstrate "Estimate customer churn probability" 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.	Supported2.5 / 2.5 pts Evidence Klaviyo estimates churn probability from order count, frequency and elapsed time. Predictive features require qualifying purchase history and data volume; predictive values are estimates. Historic CLV is not predictive. Official documentation · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · Oct 21, 2026Source
Depth checkExclude out-of-stock products from recommendations2.5 points · Demonstrate "Exclude out-of-stock products from recommendations" with test data. Show the result, an exception case, and the required plan. Ask for a demonstration Demonstrate "Exclude out-of-stock products from recommendations" 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · Oct 21, 2026Source
Depth checkSet expiry rules for individual promotional codes2.5 points · Demonstrate "Set expiry rules for individual promotional codes" with test data. Show the result, an exception case, and the required plan. Ask for a demonstration Demonstrate "Set expiry rules for individual promotional codes" 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · Oct 21, 2026Source
Depth checkTrigger flows from subscription renewal or cancellation2.5 points · Demonstrate "Trigger flows from subscription renewal or cancellation" with test data. Show the result, an exception case, and the required plan. Ask for a demonstration Demonstrate "Trigger flows from subscription renewal or cancellation" 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · Oct 21, 2026Source
Depth checkKeep customer data from different stores separate2.5 points · Demonstrate "Keep customer data from different stores separate" with test data. Show the result, an exception case, and the required plan. Ask for a demonstration Demonstrate "Keep customer data from different stores separate" 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · Oct 21, 2026Source
Depth checkDeduct refunds in historical customer value2.5 points · Use a test customer with an order and partial refund. Show how historical value changes and identify excluded fees or taxes. Ask for a demonstration Use a test customer with an order and partial refund. Show how historical value changes and identify excluded fees or taxes. A scenario to run with the supplier; not a completed product test.	Supported2.5 / 2.5 pts Evidence Historic CLV includes previous orders net of refunds and returns. Predictive features require qualifying purchase history and data volume; predictive values are estimates. Historic CLV is not predictive. Official documentation · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · Oct 21, 2026Source
Depth checkTarget events using product variant identifiers2.5 points · Demonstrate "Target events using product variant identifiers" with test data. Show the result, an exception case, and the required plan. Ask for a demonstration Demonstrate "Target events using product variant identifiers" 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 · 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 →

Commerce data and connections 20%
Catalog, order and customer data are the foundation of relevant commerce messages.
Customer lifecycle automation 20%
Lifecycle workflows turn store events into consistent customer follow-up.
Coordinated engagement channels 16%
Channels should coordinate around permissions, timing and customer behavior.
Revenue and campaign measurement 12%
Measurement must connect marketing activity to outcomes without overstating causation.
AI personalization and optimization 17%
AI should improve relevant work, such as creation, recommendations or timing, with clear controls.
Operational detail 15%
Specific workflow, integration and control checks beyond the established rubric.

THE PRACTICAL BUYER’S GUIDE

How to choose ecommerce marketing.

Ecommerce marketing software should understand what customers browse, buy, return and stop buying. The important difference is how accurately that information reaches a usable workflow. An email editor with a store connector may be enough for a small catalog and occasional campaigns. A larger retailer may need multiple storefronts, regional permissions, product feeds, inventory-aware recommendations and coordinated channels. Compare tools against the store platform and operating model you already have. Shopify depth, for example, does not automatically prove equivalent behavior on a custom storefront. We assess documented capabilities and limitations; a revenue dashboard is evidence of reporting functionality, not proof that the vendor caused the revenue it displays.

Inspect the connector at the event level

List the store events required for your first three workflows and ask the vendor to show them arriving in a test profile. Include a purchase, cancellation, refund and customer address change; a perfect happy-path purchase is insufficient. Check how product variants, multiple currencies, discount codes and out-of-stock items appear. Find out whether historical orders are imported and how customer identities merge across stores or channels. A connector logo only confirms that a relationship exists. Your decision should depend on the fields, timing and write permissions actually supported by your combination of store edition, marketing plan and integration. Assign ownership for detecting a broken sync after launch.

Build a lifecycle with exit conditions

Begin with a welcome series, a recovery workflow and a post-purchase service sequence. Specify who enters, who is excluded, what event stops further messages and what should happen when two journeys overlap. A shopper who has already purchased should not receive an obsolete recovery offer because a delayed event arrived after the send. Test refunds, repeat purchases and customers who unsubscribe on one channel. Separate transactional communications from promotional campaigns in your planning and approval process. Add AI only after the workflow has a reliable factual base. A persuasive product recommendation is unhelpful when its catalog entry, price or inventory is wrong.

Measure incrementality and workload together

Choose a reporting window, attribution definition and baseline before switching platforms. Ask what counts as attributed revenue, how returns are treated and whether multiple channels can claim the same order. For important changes, plan an appropriately designed holdout or controlled test rather than comparing two dashboard totals. Also measure production time: building a segment, correcting a template, approving a campaign and resolving a data error. A team can reasonably prefer a system that removes operational friction even when no revenue lift has been established. Keep vendor case-study results separate from your own evidence, and avoid turning a product's reporting capability into an unsupported performance claim.

What changes the total cost?

Billable profiles, email volume and the treatment of unsubscribed or inactive records.
SMS usage, carrier charges, additional channels and AI usage.
Multiple stores, integration maintenance, migration and advanced reporting tiers.

Where purchases go wrong

Buying based on a connector logo without checking required events and fields.
Comparing attributed-revenue totals as if they were controlled experiments.
Ignoring refunds, stock changes and purchase events when designing journey exits.

Bring these questions to the demo

Show a purchase and refund syncing from our exact store platform.
Can an order event stop a recovery message that is already queued?
How are revenue attribution and duplicate channel credit calculated?
Which AI recommendations use our catalog, and how are unavailable products excluded?

Questions buyers ask

Should every retailer buy a specialist ecommerce platform?

No. A modest email program may work well with a general marketing tool. Specialist depth matters when store data, lifecycle rules, catalog personalization or channel coordination remove a concrete operational problem. Start with required workflows and verify the connector rather than buying for hypothetical future complexity.

Does more attributed revenue mean better software?

Not necessarily. Attribution windows, identity matching and credit rules can differ between products. Treat the dashboard as one measurement system. Compare definitions and use your own controlled evidence before concluding that one platform creates more incremental sales.

Are SMS and AI included with email plans?

Packaging varies. Some vendors sell SMS or AI separately, impose usage credits, or reserve capabilities for higher tiers. Omnisend's current rules distinguish new SMS subscriptions from legacy arrangements. Always request a quote for your actual channel mix and expected growth.

Ecommerce marketing

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Postscript

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