US PRODUCT RESEARCH

Klaviyo

A commerce-oriented customer platform combining profiles, email, mobile messaging and AI-assisted campaign operations.

Checked Oct 15, 2026 · 19 official sources · Desk research

Email marketing Marketing automation SMS marketing WhatsApp Business Ecommerce marketing

A GOOD FIT WHEN

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

Unified customer profiles and behavior-triggered flows
Email with SMS, WhatsApp and mobile channels
Composer can audit and create marketing objects

LOOK MORE CLOSELY WHEN

You need every service, AI action and messaging channel included in a single fixed fee.

Email/profile, mobile messaging and other products have distinct billing dimensions
Composer credits expire each billing period and usage varies by task
US WhatsApp promotional templates remain restricted

CATEGORY-SPECIFIC EVIDENCE

Capabilities, controls and depth.

Scores combine core capabilities and workflow depth. Full support earns full points; limited support earns half. Unverified features create a range, and paid-plan requirements are shown in the evidence. How scoring works →

Email marketing · 28 features

61–100/100 documented fit

Core capabilities32 / 32 pts10/10 checks with established status

Workflow depth28.8–68 / 68 pts6/18 checks with established status

Show checksShowing fewer rows does not change the score.

Email marketing · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityEmail editor and templatesBuild an email using a visual editor or reusable templates. 4 points maximum	Supported4 / 4 pts Visual editor includes profile-based conditional content. Official documentation · Oct 15, 2026Source
Core capabilityPersonalized email contentInsert contact or customer data into email content. 4 points maximum	Supported4 / 4 pts Visual editor includes profile-based conditional content. Official documentation · Oct 15, 2026Source
Depth checkPreview real recipient contentPreview or test personalized content with a selected recipient before release. 5.6 points maximum Ask for a demonstration Show a test contact with missing and populated fields and inspect the resulting email. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkControlled email experimentsSplit a campaign audience between content or subject variants and inspect each result. 6.4 points maximum Ask for a demonstration Create a two-variant test and show how recipients and the winning result are determined. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Random flow splits compare message variants and paths. Official documentation · Oct 15, 2026Source
Core capabilityBehavior and attribute filtersSelect contacts using engagement, profile or purchase conditions. 4 points maximum	Supported4 / 4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilityAutomatically updated audiencesKeep saved audiences current as contact behavior or attributes change. 4 points maximum	Supported4 / 4 pts Segments auto-update; relative-time conditions may update daily. Official documentation · Oct 15, 2026Source
Depth checkTime-bounded behavioral exclusionsMaintain an audience combining a recent engagement window with a purchase exclusion. 5.6 points maximum Ask for a demonstration Build clicked-in-30-days AND not-purchased, then show how membership changes after purchase. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkCross-campaign contact pressurePrevent overlapping email campaigns or journeys from repeatedly contacting the same person within a configured window. 6.4 points maximum Ask for a demonstration Schedule two eligible messages close together and show the rule that suppresses or delays the second. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Smart Sending suppresses overlapping emails within the configured window. Official documentation · Oct 15, 2026Source
Core capabilityEvent-triggered emailStart a welcome or follow-up email from a contact event. 3.2 points maximum	Supported3.2 / 3.2 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilityDelays and conditional journey pathsWait between steps and choose a path using a condition. 3.2 points maximum	Supported3.2 / 3.2 pts Flow branches support conditions, time delays and test paths. Official documentation · Oct 15, 2026Source
Depth checkRecheck conversion before follow-upRecheck purchase or conversion eligibility after a delay so converted customers avoid an irrelevant follow-up. 4.8 points maximum Ask for a demonstration Let a test contact purchase during a delay and show which next message is skipped. A scenario to run with the supplier; not a completed product test.	Supported4.8 / 4.8 pts Cart flows recheck purchase filters before subsequent messages. Official documentation · Oct 15, 2026Source
Depth checkInspect individual journey progressInspect a contact’s current or completed steps and the reason for a skipped or waiting email. 4.8 points maximum Ask for a demonstration Open one test participant and explain the wait, branch, or skip shown in its history. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityCampaign engagement reportingInspect delivery and recipient engagement in campaign reports. 2.4 points maximum	Supported2.4 / 2.4 pts Campaign/flow reporting includes conversions and CSV exports. Official documentation · Oct 15, 2026Source
Core capabilityReporting export or data APIRetrieve campaign or contact results outside the reporting screen. 2.4 points maximum	Supported2.4 / 2.4 pts Campaign/flow reporting includes conversions and CSV exports. Official documentation · Oct 15, 2026Source
Depth checkPortable recipient-level resultsExport or query delivery and engagement records linked to identifiable contacts for external analysis. 3.2 points maximum Ask for a demonstration Retrieve campaign results for individual contacts and show the contact identifiers in the export or API. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkExplainable conversion attributionInspect and adjust the attribution window or engagement rule used to assign conversions to email. 4 points maximum Ask for a demonstration Change a conversion lookback or qualifying interaction and explain what reported revenue includes. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts Configurable channel windows and qualifying interactions determine conversion attribution. Official documentation · Oct 15, 2026Source
Core capabilityAI email creationGenerate or revise email content or design with AI. 2.4 points maximum	Supported2.4 / 2.4 pts Composer creates campaigns; task credits apply. Official documentation · Oct 15, 2026Source
Core capabilityAI analysis or send optimizationUse campaign data for AI insights, recommendations or send timing. 2.4 points maximum	Supported2.4 / 2.4 pts Composer audits campaigns and segments; task credits apply. Official documentation · Oct 15, 2026Source
Depth checkAI analysis grounded in account dataAsk AI to analyze actual campaign or audience data rather than generate an ungrounded general suggestion. 3.2 points maximum Ask for a demonstration Ask about a named campaign’s weak segment and inspect the underlying figures used. A scenario to run with the supplier; not a completed product test.	Supported3.2 / 3.2 pts Composer audits existing campaigns, segments and journeys with explanatory findings. Official documentation · Oct 15, 2026Source
Depth checkReview before AI publicationKeep AI-generated or AI-edited campaign changes subject to an explicit review or confirmation before publishing or sending. 4 points maximum Ask for a demonstration Ask the AI to change and send an email, and show the confirmation or draft boundary before release. A scenario to run with the supplier; not a completed product test.	Supported4 / 4 pts Composer audit is advisory: changes must be reviewed and applied by the marketer. Official documentation · Oct 15, 2026Source
Depth checkRead campaign reports through an MCP AI connectorDemonstrate "Read campaign reports through an MCP AI connector" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Read campaign reports 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 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 checkRender previews in multiple email clientsDemonstrate "Render previews in multiple email clients" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Render previews in multiple email clients" 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 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 checkCheck broken links before sendingInsert one valid link and one broken link in a draft. Run the checker and show which link types it cannot check. 2.5 points maximum Ask for a demonstration Insert one valid link and one broken link in a draft. Run the checker and show which link types it cannot check. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts 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 checkRun a pre-send spam-content checkDemonstrate "Run a pre-send spam-content check" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Run a pre-send spam-content check" 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 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 checkPreview email in dark modeDemonstrate "Preview email in dark mode" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Preview email in dark mode" 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 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 checkEdit the plain-text email alternativeDemonstrate "Edit the plain-text email alternative" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Edit the plain-text email alternative" 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 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 alternative text for email imagesDemonstrate "Set alternative text for email images" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Set alternative text for email images" 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 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 checkAutomatically append campaign UTM parametersDemonstrate "Automatically append campaign UTM parameters" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Automatically append campaign UTM parameters" 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 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

Compare in Email marketing →

Marketing automation · 28 features

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

Show checksShowing fewer rows does not change the score.

Marketing automation · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityEvent-triggered workflowsStart an automation from a subscriber, website or business event. 4 points maximum	Supported4 / 4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilityConditional paths and delaysUse conditions and waiting steps to control customer journeys. 4 points maximum	Supported4 / 4 pts Flow branches support conditions, time delays and test paths. Official documentation · Oct 15, 2026Source
Depth checkConversion exits and re-entry controlConfigure when a participant exits a journey and whether the same contact may enter again. 5.6 points maximum 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.	Not verified0–5.6 / 5.6 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkParticipant-level workflow diagnosisInspect a participant’s path and the reason it waits, exits, or takes a branch. 6.4 points maximum 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.	Not verified0–6.4 / 6.4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityEngagement eventsUse opens, clicks or website activity as workflow inputs. 4 points maximum	Supported4 / 4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilityPurchase and order eventsUse connected order or purchase information in automation. 4 points maximum	Supported4 / 4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Depth checkCustom-event property targetingUse properties of a custom business event to choose a workflow path or personalize its action. 5.6 points maximum 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.	Not verified0–5.6 / 5.6 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkEvent ingestion validation or deduplicationDetect rejected event payloads or prevent repeated ingestion of the same business event. 6.4 points maximum 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.	Supported6.4 / 6.4 pts Events carrying the same unique_id are deduplicated. Official documentation · Oct 15, 2026Source
Core capabilityEmail journey stepsSend email as part of a customer journey. 3.2 points maximum	Supported3.2 / 3.2 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilitySMS, push or messaging stepsUse a second direct messaging channel within the automation platform. 3.2 points maximum	Supported3.2 / 3.2 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Depth checkCoordinated contact pressureApply a shared contact-frequency rule across more than one messaging channel. 4.8 points maximum 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 Smart Sending is channel-specific; the reviewed evidence does not establish a shared configured rule across channels. Not verified · Oct 15, 2026Source
Depth checkEligibility-aware channel fallbackChoose an alternative channel using consent, address availability, or delivery eligibility. 4.8 points maximum 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 This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityReady-made business connectionsConnect an external store, CRM or business application through a supplied connector. 2.4 points maximum	Supported2.4 / 2.4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilityAPIs or webhooksExchange events or records using documented programmable interfaces. 2.4 points maximum	Supported2.4 / 2.4 pts Flows API manages event-driven email/SMS and abandonment flows. Official documentation · Oct 15, 2026Source
Depth checkExport customer and event recordsRetrieve customer records and event history through a documented export or data interface. 3.2 points maximum 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 This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkObservable failed integration deliveryInspect failures of outbound webhooks or integration actions and retry or replay them. 4 points maximum 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.	Not verified0–4 / 4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityAI content or workflow creationUse AI to draft marketing content or construct workflow objects. 2.4 points maximum	Supported2.4 / 2.4 pts Composer creates campaigns; task credits apply. Official documentation · Oct 15, 2026Source
Core capabilityAI insights or approved actionsUse customer data for AI recommendations or authorized marketing actions. 2.4 points maximum	Supported2.4 / 2.4 pts Composer audits campaigns and segments; task credits apply. Official documentation · Oct 15, 2026Source
Depth checkAI grounded in journey or customer dataUse real customer, campaign, or workflow data when asking AI to analyze or recommend automation changes. 3.2 points maximum 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 Composer audits existing campaigns, segments and journeys with explanatory findings. Official documentation · Oct 15, 2026Source
Depth checkApproval boundary for AI changesRequire review or explicit confirmation before AI-created journey changes become live. 4 points maximum 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.	Supported4 / 4 pts Composer audit is advisory: changes must be reviewed and applied by the marketer. Official documentation · Oct 15, 2026Source
Depth checkManage contact groups through an MCP AI connectorDemonstrate "Manage contact groups through an MCP AI connector" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 checkTranslate journey message content with AIDemonstrate "Translate journey message content with AI" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 checkClone a journey without copying active participantsDemonstrate "Clone a journey without copying active participants" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 checkStop one participant run without stopping other runsDemonstrate "Stop one participant run without stopping other runs" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 checkResolve duplicate active journey runsCreate two active test runs for the same contact. Keep the newest and show what happens to the older run and queued messages. 2.5 points maximum 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 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 checkQueue actual journey messages as reviewable draftsDemonstrate "Queue actual journey messages as reviewable drafts" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 checkShow dependencies between linked journeysDemonstrate "Show dependencies between linked journeys" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 checkApply contact time zones to timed journey stepsDemonstrate "Apply contact time zones to timed journey steps" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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

Compare in Marketing automation →

SMS marketing · 28 features

38–100/100 documented fit

Core capabilities32 / 32 pts10/10 checks with established status

Workflow depth6.4–68 / 68 pts1/18 checks with established status

Show checksShowing fewer rows does not change the score.

SMS marketing · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityUS SMS deliveryDocumented support for messages to US recipients. 4 points maximum	Supported4 / 4 pts US toll-free and short-code messaging plans. Official documentation · Oct 15, 2026Source
Core capabilityUS number and sender setupDocumented US sender options and registration or verification process. 4 points maximum	Supported4 / 4 pts US toll-free and short-code messaging plans. Official documentation · Oct 15, 2026Source
Depth checkUS sender registration visibilityInspect the status or rejection reason of a US sender registration or verification. 5.6 points maximum Ask for a demonstration Show a US sender’s current registration status and where rejected details are corrected. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkRecipient-level delivery diagnosisInspect a failed SMS delivery using recipient-level statuses, carrier responses, or error codes. 6.4 points maximum Ask for a demonstration Open a failed delivery and explain the recorded cause and supported next step. A scenario to run with the supplier; not a completed product test.	Not verified0–6.4 / 6.4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityBulk SMS campaignsCreate or schedule a campaign sent to a contact list. 4 points maximum	Supported4 / 4 pts SMS Assistant, predictive audiences and automated flows. Official documentation · Oct 15, 2026Source
Core capabilitySMS targeting and personalizationTarget contact groups or insert recipient attributes into messages. 4 points maximum	Supported4 / 4 pts SMS Assistant, predictive audiences and automated flows. Official documentation · Oct 15, 2026Source
Depth checkControlled SMS experimentsSplit recipients between SMS content variants and compare results. 5.6 points maximum Ask for a demonstration Build two text variants and show the audience split and separate results. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkFrequency and quiet-hour controlsConfigure both contact-frequency suppression and a recipient-appropriate quiet-time sending rule. 6.4 points maximum Ask for a demonstration Show how an overlapping campaign and an out-of-hours message are suppressed or deferred. A scenario to run with the supplier; not a completed product test.	Supported6.4 / 6.4 pts Quiet hours defer sends; Smart Sending suppresses excess texts. Official documentation · Oct 15, 2026Source
Core capabilityReceive and handle SMS repliesReceive customer replies in an interface or documented inbound API. 3.2 points maximum	Supported3.2 / 3.2 pts Inbox or Helpdesk handles replies under service configuration. Official documentation · Oct 15, 2026Source
Core capabilityTriggered SMS follow-upSend an automated SMS response or event-driven follow-up. 3.2 points maximum	Supported3.2 / 3.2 pts SMS Assistant, predictive audiences and automated flows. Official documentation · Oct 15, 2026Source
Depth checkRule-based inbound reply handlingRoute an incoming reply to an appropriate automated action, person, or team based on its content or context. 4.8 points maximum Ask for a demonstration Send a sample reply and show how its keyword or customer context selects the next action. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkAutomatic opt-out suppressionProcess an inbound unsubscribe signal so subsequent SMS campaigns or automated steps cannot message that contact. 4.8 points maximum Ask for a demonstration Send STOP from a test number and show the resulting suppression in the next campaign or flow. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityStore or CRM connectionsUse a supplied connector to connect business records with messaging. 2.4 points maximum	Supported2.4 / 2.4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilityMessaging APIs or webhooksConnect messages or customer events through programmable interfaces. 2.4 points maximum	Supported2.4 / 2.4 pts Flows API manages event-driven email/SMS and abandonment flows. Official documentation · Oct 15, 2026Source
Depth checkExportable delivery-status eventsReceive or retrieve per-message delivery statuses through a documented API or webhook. 3.2 points maximum Ask for a demonstration Retrieve a sent message’s delivered or failed status using its external message identifier. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkProperty-aware business-event triggersUse order or custom business-event properties in a triggered SMS. 4 points maximum Ask for a demonstration Trigger an SMS using a sample order or event and display a property from that event. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityAI SMS drafting or reply assistanceUse AI to write an SMS campaign or assist an SMS reply. 2.4 points maximum	Supported2.4 / 2.4 pts SMS Assistant, predictive audiences and automated flows. Official documentation · Oct 15, 2026Source
Core capabilityAI SMS timing, targeting or actionsUse AI beyond drafting for SMS optimization or authorized messaging actions. 2.4 points maximum	Supported2.4 / 2.4 pts SMS Assistant, predictive audiences and automated flows. Official documentation · Oct 15, 2026Source
Depth checkAI drafting grounded in business contextSupply stored brand, product, or customer context to the AI that drafts SMS. 3.2 points maximum Ask for a demonstration Generate two texts using stored business facts and show the source context supplied to the AI. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkHuman review of AI texting actionsReview or explicitly confirm an AI-generated text or messaging action before it sends. 4 points maximum Ask for a demonstration Request an AI-created SMS and show the draft, approval, or confirmation step before transmission. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkQuery remaining SMS credits through an AI connectorDemonstrate "Query remaining SMS credits through an AI connector" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Query remaining SMS credits through an 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 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 checkRevoke a connected AI client's messaging tokenDemonstrate "Revoke a connected AI client's messaging token" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Revoke a connected AI client's messaging token" 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 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 a message delivery expiry timeDemonstrate "Set a message delivery expiry time" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Set a message delivery expiry time" 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 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 checkCancel a scheduled message before dispatchDemonstrate "Cancel a scheduled message before dispatch" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Cancel a scheduled message before dispatch" 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 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 checkReject repeated sends using a request identifierDemonstrate "Reject repeated sends using a request identifier" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Reject repeated sends using a request identifier" 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 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 checkReject SMS exceeding a configured segment limitUse a test message that exceeds the configured segment cap, including a Unicode character. Show rejection before a billable send. 2.5 points maximum Ask for a demonstration Use a test message that exceeds the configured segment cap, including a Unicode character. Show rejection before a billable send. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts 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 checkReplace eligible Unicode characters to reduce segmentsDemonstrate "Replace eligible Unicode characters to reduce segments" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Replace eligible Unicode characters to reduce segments" 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 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 checkValidate cryptographic signatures on message webhooksDemonstrate "Validate cryptographic signatures on message webhooks" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Validate cryptographic signatures on message webhooks" 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 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

Compare in SMS marketing →

WhatsApp Business · 28 features

32–100/100 documented fit

Core capabilities32 / 32 pts10/10 checks with established status

Workflow depth0–68 / 68 pts0/18 checks with established status

Show checksShowing fewer rows does not change the score.

WhatsApp Business · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityWhatsApp Business connectionConnect through a documented WhatsApp Business platform channel. 4 points maximum	Supported4 / 4 pts Native WhatsApp; support handling uses Helpdesk or integrations. Official documentation · Oct 15, 2026Source
Core capabilityWhatsApp rich mediaUse images, files or interactive message components. 4 points maximum	Supported4 / 4 pts Native WhatsApp; support handling uses Helpdesk or integrations. Official documentation · Oct 15, 2026Source
Depth checkTemplate approval diagnosticsInspect WhatsApp template approval or rejection status and the reason requiring correction. 5.6 points maximum Ask for a demonstration Open a rejected or pending template and show its status and corrective information. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkMessaging-window eligibilityDistinguish free-form replies inside the customer-service window from template-only sends outside it. 6.4 points maximum Ask for a demonstration Compare a recent and an expired conversation and show which send options remain available. A scenario to run with the supplier; not a completed product test.	Not verified0–6.4 / 6.4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityConversation inbox and historyView and reply to WhatsApp conversations with retained customer context. 4 points maximum	Supported4 / 4 pts Native WhatsApp; support handling uses Helpdesk or integrations. Official documentation · Oct 15, 2026Source
Core capabilityTeam assignment and routingAssign WhatsApp conversations to team members or route them to a team. 4 points maximum	Supported4 / 4 pts Native WhatsApp; support handling uses Helpdesk or integrations. Official documentation · Oct 15, 2026Source
Depth checkHuman handoff with conversation contextTransfer or assign an active conversation while retaining the customer’s message history for the receiving person. 5.6 points maximum Ask for a demonstration Transfer a test conversation and show what the receiving agent can read. A scenario to run with the supplier; not a completed product test.	Not verified0–5.6 / 5.6 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkTeam ownership and internal coordinationCombine assigned ownership with internal notes or collaboration that is not sent to the customer. 6.4 points maximum Ask for a demonstration Assign a conversation, leave an internal note, and show the next agent’s view. A scenario to run with the supplier; not a completed product test.	Not verified0–6.4 / 6.4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityTemplate messagingCreate or send approved WhatsApp templates for eligible use cases. 3.2 points maximum	Supported3.2 / 3.2 pts Native WhatsApp; support handling uses Helpdesk or integrations. Official documentation · Oct 15, 2026Source
Core capabilityTriggered WhatsApp workflowsTrigger a WhatsApp message or conversation flow from an event. 3.2 points maximum	Supported3.2 / 3.2 pts Native WhatsApp; support handling uses Helpdesk or integrations. Official documentation · Oct 15, 2026Source
Depth checkDelivery-aware workflow handlingUse delivery failure or message eligibility to stop, redirect, or recover an automated WhatsApp step. 4.8 points maximum Ask for a demonstration Cause an ineligible or failed send and show how the workflow responds. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkEvent-personalized templatesPopulate an approved template from event, order, or business-record properties. 4.8 points maximum Ask for a demonstration Send a test order event and populate an approved template with its identifier or value. A scenario to run with the supplier; not a completed product test.	Not verified0–4.8 / 4.8 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityCRM, store or support connectorsConnect customer context with an external business application. 2.4 points maximum	Supported2.4 / 2.4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilityAPIs or webhooksConnect messaging or customer data through programmable interfaces. 2.4 points maximum	Supported2.4 / 2.4 pts Flows API manages event-driven email/SMS and abandonment flows. Official documentation · Oct 15, 2026Source
Depth checkConversation and message event accessRetrieve or subscribe to identifiable inbound/outbound message or conversation events. 3.2 points maximum Ask for a demonstration Retrieve an inbound reply and its conversation/contact identifiers outside the inbox. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkWrite back to a business recordUpdate a connected CRM, order, or customer record from a WhatsApp conversation or workflow. 4 points maximum Ask for a demonstration Change a customer field through the conversation flow and show the changed external record. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityAI WhatsApp content or repliesUse AI specifically in WhatsApp content creation or conversation handling. 2.4 points maximum	Supported2.4 / 2.4 pts Customer Agent conversations and AI service routing. Official documentation · Oct 15, 2026Source
Core capabilityAI WhatsApp actions or agentsUse AI for authorized WhatsApp actions or automated conversational tasks. 2.4 points maximum	Supported2.4 / 2.4 pts Customer Agent conversations and AI service routing. Official documentation · Oct 15, 2026Source
Depth checkWhatsApp AI grounded in business knowledgeUse an explicit business knowledge source to answer WhatsApp customer questions. 3.2 points maximum Ask for a demonstration Ask a specific policy question in WhatsApp and show the configured source used by the agent. A scenario to run with the supplier; not a completed product test.	Not verified0–3.2 / 3.2 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkAI escalation to a personConfigure a WhatsApp AI assistant or agent to hand an unresolved conversation to a human. 4 points maximum Ask for a demonstration Ask an unanswerable or restricted question and demonstrate the human escalation. A scenario to run with the supplier; not a completed product test.	Not verified0–4 / 4 pts This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkTranscribe received WhatsApp voice messagesDemonstrate "Transcribe received WhatsApp voice messages" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Transcribe received WhatsApp voice messages" 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 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 checkRevoke an AI connector's WhatsApp sending accessDemonstrate "Revoke an AI connector's WhatsApp sending access" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Revoke an AI connector's WhatsApp sending access" 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 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 checkCollect structured input with WhatsApp FlowsBuild a test WhatsApp Flow with a required field. Submit valid and incomplete answers and show where results are stored. 2.5 points maximum Ask for a demonstration Build a test WhatsApp Flow with a required field. Submit valid and incomplete answers and show where results are stored. A scenario to run with the supplier; not a completed product test.	Not verified0–2.5 / 2.5 pts 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 checkReassign a WhatsApp conversation from mobileDemonstrate "Reassign a WhatsApp conversation from mobile" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Reassign a WhatsApp conversation from mobile" 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 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 checkHandle business voice calls within WhatsAppDemonstrate "Handle business voice calls within WhatsApp" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Handle business voice calls within WhatsApp" 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 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 checkCancel a scheduled WhatsApp message before dispatchDemonstrate "Cancel a scheduled WhatsApp message before dispatch" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Cancel a scheduled WhatsApp message before dispatch" 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 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 checkValidate WhatsApp webhook signaturesDemonstrate "Validate WhatsApp webhook signatures" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Validate WhatsApp webhook signatures" 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 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 checkHide unavailable products in WhatsApp catalog recommendationsDemonstrate "Hide unavailable products in WhatsApp catalog recommendations" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum Ask for a demonstration Demonstrate "Hide unavailable products in WhatsApp catalog 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 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

Compare in WhatsApp Business →

Ecommerce marketing · 28 features

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

Show checksShowing fewer rows does not change the score.

Ecommerce marketing · 28 weighted capability checks
Feature / weight	Support, evidence & points
Core capabilityStore connectionConnect an ecommerce store through a documented integration or data interface. 4 points maximum	Supported4 / 4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilityProduct and order dataUse store products, purchases or orders in marketing. 4 points maximum	Supported4 / 4 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Depth checkOrder changes after purchaseIngest a later order state such as refund, cancellation, or fulfillment for marketing use. 5.6 points maximum 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 This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkProduct-level targetingUse catalog identifiers or product/category purchase history in audience or message logic. 6.4 points maximum 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 This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Core capabilityAbandoned-cart recoveryTrigger follow-up when a shopper abandons a cart or checkout. 4 points maximum	Supported4 / 4 pts Flows API manages event-driven email/SMS and abandonment flows. Official documentation · Oct 15, 2026Source
Core capabilityPost-purchase or retention flowsAutomate follow-up after purchase or at a customer lifecycle stage. 4 points maximum	Supported4 / 4 pts Order-triggered flows include thanks, upsell and review requests. Official documentation · Oct 15, 2026Source
Depth checkStop recovery after conversionRecheck an abandoned-cart customer’s purchase status before a later recovery message. 5.6 points maximum 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 Cart flows recheck purchase filters before subsequent messages. Official documentation · Oct 15, 2026Source
Depth checkLifecycle experimentsCompare alternative lifecycle-message paths or content using a controlled recipient split. 6.4 points maximum 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 Random flow splits compare message variants and paths. Official documentation · Oct 15, 2026Source
Core capabilityCommerce email campaignsSend store-related email campaigns or journeys. 3.2 points maximum	Supported3.2 / 3.2 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Core capabilitySMS, push or messaging engagementReach customers through an additional direct messaging channel. 3.2 points maximum	Supported3.2 / 3.2 pts Customer behavior and commerce data drive connected channels. Official documentation · Oct 15, 2026Source
Depth checkChannel-specific consent pathsSelect messaging paths according to the customer’s channel-specific subscription or eligibility. 4.8 points maximum 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 This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkCross-channel frequency coordinationApply contact-pressure limits across at least two channels in commerce journeys. 4.8 points maximum 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 Smart Sending is channel-specific; the reviewed evidence does not establish a shared configured rule across channels. Not verified · Oct 15, 2026Source
Core capabilityRevenue or conversion reportsRelate messaging activity to recorded orders, revenue or conversions. 2.4 points maximum	Supported2.4 / 2.4 pts Campaign/flow reporting includes conversions and CSV exports. Official documentation · Oct 15, 2026Source
Core capabilityReporting export or data APIRetrieve marketing results for analysis outside the reporting screen. 2.4 points maximum	Supported2.4 / 2.4 pts Campaign/flow reporting includes conversions and CSV exports. Official documentation · Oct 15, 2026Source
Depth checkAttribution-rule controlInspect and adjust the rule or time window assigning store conversions to marketing. 3.2 points maximum 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 Configurable channel windows and qualifying interactions determine conversion attribution. Official documentation · Oct 15, 2026Source
Depth checkPortable campaign revenue dataExport or query campaign- or message-linked revenue for external analysis. 4 points maximum 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 Campaign/flow reports export engagement and revenue by campaign. Official documentation · Oct 15, 2026Source
Core capabilityAI marketing contentGenerate commerce campaign text or creative material with AI. 2.4 points maximum	Supported2.4 / 2.4 pts Composer creates campaigns; task credits apply. Official documentation · Oct 15, 2026Source
Core capabilityAI personalization or analyticsUse commerce or engagement data for AI targeting, recommendations or analysis. 2.4 points maximum	Supported2.4 / 2.4 pts Composer audits campaigns and segments; task credits apply. Official documentation · Oct 15, 2026Source
Depth checkAI using real commerce dataUse catalog, purchase, or customer activity data for AI recommendations, analysis, or personalization. 3.2 points maximum 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 This specific workflow has not been established by the reviewed evidence. Not verified · Oct 15, 2026Source
Depth checkReview AI commerce changes before releaseReview or explicitly approve AI-generated campaign or workflow changes before publication. 4 points maximum 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 Composer audit is advisory: changes must be reviewed and applied by the marketer. Official documentation · Oct 15, 2026Source
Depth checkPredict the customer's next order dateDemonstrate "Predict the customer's next order date" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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
Depth checkEstimate customer churn probabilityDemonstrate "Estimate customer churn probability" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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
Depth checkExclude out-of-stock products from recommendationsDemonstrate "Exclude out-of-stock products from recommendations" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 codesDemonstrate "Set expiry rules for individual promotional codes" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 cancellationDemonstrate "Trigger flows from subscription renewal or cancellation" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 separateDemonstrate "Keep customer data from different stores separate" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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 valueUse a test customer with an order and partial refund. Show how historical value changes and identify excluded fees or taxes. 2.5 points maximum 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 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
Depth checkTarget events using product variant identifiersDemonstrate "Target events using product variant identifiers" with test data. Show the result, an exception case, and the required plan. 2.5 points maximum 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 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

Compare in Ecommerce marketing →

AI CAPABILITY CHECK

What does its AI actually do?

Native AI capabilities

Composer is an AI marketing agent that audits or creates segments and campaigns; credit consumption depends on task size and complexity.

Official AI source

Documented capabilities

Audit campaigns and segments
Create marketing objects
Use customer data in marketing analysis

Limits to check

Credit-based usage with no rollover
Other AI and service products may be billed separately

Understand the full price

Profile/email subscriptions plus destination- and channel-specific mobile usage. Obtain the current USD quote or account rate card; live public pricing localized outside the US.

Billing basis: monthly. Unit: per month. Currency: USD.

Mobile messaging by delivered message/segment
Composer usage credits
Helpdesk and other separately billed products

Verify current pricing with the vendor

Integrations and deployment

Gorgias
Zendesk
Commerce data integrations

Confirm the applicable data-processing terms, account roles, retention settings, and security documentation for the selected plan before production use.

US buying context

Mobile pricing varies by US number type and carrier costs. Meta blocks WhatsApp marketing templates to US recipients; the channel remains relevant to permitted support/utility and international customers.

The evidence record

Mobile pricing depends on channel, recipient region and segment count

Official evidence

WhatsApp is billed per eligible delivered template

Official evidence

Service replies may be unbilled under applicable conditions

Official evidence

Composer consumes task-dependent credits

Official evidence

WhatsApp supports Gorgias/Zendesk integrations

Official evidence

Source library

Research is based on documentation, not a hands-on performance test. Report a correction.

EXPLORE THE ALTERNATIVES

Keep your options open.

Email marketing alternatives · highest documented score first.

69–100/100 documented fit

Mailchimp

An email-centered marketing platform with audience tools, automated journeys, store connections and a paid SMS extension.

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

$13.00per month

View research

59–100/100 documented fit

Brevo

A marketing suite combining email, automation and prepaid messaging, with Aura AI and optional sales/conversation tools.

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

$9.00per month

View research

58–100/100 documented fit

Pulseem

A combined email, SMS, WhatsApp and automation platform with native AI creation, customer-data analysis, and connections to external AI assistants.

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

Custom quoteper month

View research