SaaS buying guide·Updated October 8, 2026

Best Email Platforms for SaaS Feature Adoption in 2026

A feature-adoption email should help the right user reach a useful outcome. It should not promote a feature to people who already use it, or to people whose role and plan make it irrelevant.

Best pick for most SaaS teams: Customer.io. Its workflows are built around events and segments, so a user who completes the adoption event can be moved out of an education track without an exported list or a manual cleanup. Its published Essentials tiers start at $100 a month billed monthly, and the profile-based Essentials plan for 10,000 profiles is $145 a month billed monthly, according to its pricing page.

That is the answer for a team with several features to teach, several roles to separate and a product that already emits clean events. A smaller team with one or two adoption sequences can start with a simpler workflow and add a product analytics layer as the program grows. The rest of this guide explains where each choice holds and where it breaks.

What feature-adoption email needs from a platform

Feature adoption is narrower than a product announcement. An announcement explains that something changed. An adoption program identifies who has not yet reached a valuable behavior, why that behavior may matter to their role, and which next step is easiest to complete. The platform has to support that logic, which means it needs four things before any copy is written.

The first is a reliable adoption event for each feature. Adoption should mean a repeatable use of the feature, not a single click on a settings page. A team that exports a report once has touched the feature; a team that schedules that report every week has adopted it. The platform must be able to read the difference, either from events it receives directly or from an analytics tool that sends them on.

The second is role and account context. In B2B SaaS, an administrator may turn on a feature while the analysts who need it never open it. A message that tells the administrator to try a reporting feature is usually wasted; a message that tells an analyst how to build the first report is useful. That split requires the platform to hold user, role and company attributes next to the events, not in a separate spreadsheet.

The third is suppression. Once a user adopts the feature, every queued education send for that feature should stop. This sounds obvious and is often missed, because many tools keep a delayed step in a flow long after the condition has changed. A user who has adopted a feature and still receives three reminders about it has learned to ignore the program.

The fourth is a sensible relationship with billing and support. In usage-based products, an adoption message can be inappropriate for a customer who is near a quota, has a failed payment or has an open support escalation. The platform should let you exclude those states from adoption paths, and ideally it should let you route them into a different path.

Set the adoption event before you write the copy. A useful definition names the feature, the account or user that must use it, and the time window in which the action counts. Store the assignment and completion event so the team can separate a message that caused a first use from one that merely reached an already active user. This also keeps a reminder from restarting after completion. The tools below differ in how much of that work they handle directly, but every program still needs an owner for the event taxonomy and the stop rules.

For account-based products, make the adoption rule explicit about who completes the action. An administrator enabling a setting may not mean the team is using it, while one analyst creating a recurring report may be the meaningful signal. Keep the account state and the user role together, suppress reminders after the chosen threshold, and review the cohort when the product changes the event name.

Email alone rarely causes an outcome. A tool can show that a message was delivered, opened or clicked, and it can show that a flow ran. Only a clean event stream and a comparison with a control group can show that adopted users differ commercially. This guide therefore treats adoption measurement as part of the platform decision, not an afterthought.

How this guide was checked

The prices and plan limits in this guide were read from each vendor's pricing page and, where it was published, its public documentation, on 7 October 2026. Where a vendor does not publish a price, the guide says "pricing on request" and does not estimate one. Prices are in US dollars. Where a plan is billed annually, the monthly equivalent is shown with that label. Vendor pricing changes, so confirm the current figure on the linked pricing page before you budget.

Picks in this guide are based on fit for the adoption workflow described above: event handling, segmentation by role and account, suppression, and how the cost scales. They are not a measure of overall product quality, and no tool was used in a hands-on trial for this article. If you spot a correction, the process is described on the how-we-evaluate page.

Table 1: Tools compared for feature adoption

ToolBest forStarting price (plan and billing)Key limitation
Customer.ioEvent-triggered adoption branches by user profileEssentials from $100/month billed monthly; Essentials 10k profiles at $145/month billed monthlyCost rises with profile count; adoption branches need a clean event naming scheme
BrazeLarge cross-channel programs with a dedicated ownerPricing on request; free trial offeredNo public price; setup and governance need real staff time
IterableMulti-channel product education with journey orchestrationPricing on request; demo-led salesCost is unknown until a sales conversation; a team needs data discipline first
UserlistB2B adoption across users and companiesBasic from $10/month as listed; $149/month at up to 10,000 usersAdvanced experimentation may need a separate analytics layer
EnchargeVisual behavior flows with CRM and transactional syncGrowth at $79/month billed annually for up to 2,000 subscribersPublished tiers cover up to 2,000 subscribers; larger lists need a custom conversation
LoopsSimple feature announcements and short education sequencesEarly Stage plan free for up to 4,000 sends per rolling 30 days; Growing Audience at $99/monthShallow branching; the free plan caps sends and footers are included
ActiveCampaignNurture paths with scoring and segmentationStarter at $15/month for 1,000 contacts, billed monthly or annuallyEngagement data is not product-usage data unless you send it in
IntercomIn-app guidance combined with email and support conversationsEssential at $29/month per seat, billed annually; 14-day free trialPer-seat cost; usage-based AI and messaging add charges
PostHogDefining who adopted a feature and whenFree monthly allowance on every product; pay-as-you-go after thatIt does not send email or manage suppression of messages
MixpanelAdoption funnels, cohorts and retention analysisFree for up to 1M monthly events; Growth at $120/month billed annuallyAnalytics only; a sending tool is still required
AmplitudeEnterprise adoption analysis and behavioral cohortsFree plan for 2M events/monthAnalytics only; campaign attribution needs explicit recipient and message IDs
BrevoBudget announcements and basic automationFree plan for 300 sends/day and up to 100,000 contacts; Starter from $9/month for 5,000 emailsDeep usage thresholds need an external event or analytics source

1. Customer.io: event-driven adoption branches

Where it fits. Customer.io suits teams that want an adoption program to react to what users actually do. A typical branch starts when a user is eligible for a feature (for example, a project exists but no report has been created), sends a role-specific first step, waits for the adoption event, and exits as soon as that event arrives. Because the workflow is driven by events and segment membership, the same logic can handle a user who adopts on day one and a user who adopts on day twenty without a separate list.

What it does well for adoption. The product is organized around profiles, events and workflows, which matches the structure of an adoption program. Teams can split non-adopters by role, plan or account and show different education to each group. The Essentials plan includes a visual workflow builder, which lets a product manager read the branch logic without a developer walking them through it.

Where it falls short. The quality of the program depends on the quality of the event stream. If the feature event is named inconsistently across web and mobile, or fires on page load rather than on real use, the branch will exit users too early or too late. Costs also scale with profile count, so a product with many free users who never reach the eligibility step will still pay for those profiles under the profile-based plans.

Price. Essentials is listed at $100 a month. The profile-based Essentials tiers are $145 a month for 10,000 profiles, $235 for 20,000, $325 for 30,000, $415 for 40,000 and $505 for 50,000 or more, all billed monthly. Customer.io also lists a Startup Program that can provide 12 months free for eligible early-stage companies that have raised under $10 million. Pricing details are on the Customer.io pricing page.

2. Braze: enterprise cross-channel programs

Where it fits. Braze is a fit when a company runs feature adoption as one part of a larger customer engagement program that spans email, push, in-app and other channels, and when there is a team to own the data model. The strongest use case is a large product with many features, many roles and a need to coordinate messages across channels so that a user is not reached by email, push and an in-app prompt about the same feature in the same hour.

What it does well for adoption. Braze is built for real-time, event-based engagement at scale. Its experimentation and segmentation tools let a team test an adoption message against a holdout group, which is the kind of control that makes adoption claims credible. For teams with mature event governance, that combination is powerful.

Where it falls short. The implementation takes time. A team has to agree on identity resolution, event schemas and suppression rules before adoption messages are reliable. A small SaaS company without a data or lifecycle owner is likely to spend months on setup before the first adoption sequence reaches users.

Price. The Braze pricing page offers a free-trial call to action and does not list a self-serve free tier or a public price. Pricing on request is the accurate description. Ask for a quote that states the number of monthly active users or profiles, the channels in scope and the support level. Details are on the Braze pricing page.

3. Iterable: multi-channel product education

Where it fits. Iterable fits companies that want to orchestrate product education across channels with journeys that depend on user events. It is aimed at teams with a clear product marketing or customer education function that plans releases, runs tests and reports on programs as a continuing practice.

What it does well for adoption. Journey orchestration is the feature to test here. A release that introduces a new capability can be taught through a journey that starts at the moment of eligibility and ends at the adoption event, with a branch for users who open a message but do not act. Iterable's testing features suit teams that want to compare two education approaches for the same feature.

Where it falls short. Pricing is demo-led, so a smaller team cannot compare the cost to other tools until it has spoken to sales. Like other enterprise platforms, it rewards a team that already has clean event data and a coordinated release calendar. Without those, adoption journeys will be built on guesses about what users do.

Price. Iterable does not list a free plan, and its pricing page directs buyers to book a demo. Pricing on request is the accurate description. Details are on the Iterable pricing page.

4. Userlist: B2B adoption across users and companies

Where it fits. Userlist is designed for lifecycle and in-app messaging around users and companies. It suits B2B products where the account, not just the individual user, determines whether adoption has happened. An admin may adopt a feature for the whole team, and a user may need a different message depending on their role within that account.

What it does well for adoption. Its listed features include segments for users and companies, in-app messages, and marketing and lifecycle email. Company-level segments let you ask whether the account has adopted the feature, while user-level segments identify the analysts who have not. That combination is the core of account-based adoption.

Where it falls short. Advanced experimentation may need a separate analytics layer. If your team wants deep cohort analysis of adoption against retention, pair Userlist with PostHog or another product analytics tool. Like other tools in this guide, it depends on accurate product events and clean account identifiers.

Price. The listed Basic plan is $10 a month, with a note of $149 a month at up to 10,000 users. The Professional plan is listed at $12 a month, with $349 a month at up to 10,000 users. Professional adds A/B split testing, conversion goals and advanced workflow features. Enterprise pricing is custom. Details are on the Userlist pricing page.

5. Encharge: visual flows with CRM sync

Where it fits. Encharge suits teams that want to build behavior-based flows visually and keep them in step with a CRM. Its published plans include HubSpot, Salesforce and transactional email on the Premium tier, which is useful when adoption status must be visible to sales or customer success.

What it does well for adoption. Visual flows make the logic of an adoption program easy to review. A new marketer can see that a user who has adopted the feature is removed from the education branch, and a sales owner can see which accounts are still in it. Flow limits are plan-based, so a team should map its adoption paths to the plan before building them.

Where it falls short. The published pricing covers up to 2,000 subscribers on the Growth and Premium plans. Teams with larger lists will need to ask for a custom Enterprise plan. Event reporting and feature-level analytics are not a substitute for a product analytics tool, so adoption measurement still requires one.

Price. The Growth plan is listed at $99 a month, or $79 a month billed annually, for up to 2,000 subscribers. The Premium plan is listed at $159 a month, or $129 a month billed annually, for the same subscriber count with the CRM and transactional features. Details are on the Encharge pricing page.

6. Loops: simple feature announcements and education

Where it fits. Loops suits a small SaaS product with a few features to explain and a short education sequence for each. Its model is contact-based, and it includes transactional sending to users outside the audience on paid plans, which is useful when adoption messages sit alongside product notifications.

What it does well for adoption. The workflow is simple, which keeps maintenance low. A team with one main adoption event per feature can write a short sequence, add a suppression condition and move on. Its free plan lets a team test the basic idea before paying for it.

Where it falls short. Deep usage branching is limited compared with the event-first platforms above. A program with several roles, several features and several exit conditions will become hard to read. The free plan caps sends at 4,000 in any rolling 30 days, and the free tier includes a Loops footer, so a pilot needs to fit inside those limits.

Price. The Early Stage plan is free for up to 4,000 sends in any rolling 30 days to the 1,000 newest contacts, with 10 emails per second. The Growing Audience plan is $99 a month and includes unlimited sends to subscribers and transactional sends to users outside the audience. See the Loops pricing page.

7. ActiveCampaign: nurture with segments and scoring

Where it fits. ActiveCampaign is a general marketing automation platform with strong segmentation, automations and scoring. It suits a team that already uses it for sales and marketing and wants feature education to sit in the same contact database.

What it does well for adoption. Scoring and segmentation let a team move contacts between education paths as they engage. A contact who clicks a feature tutorial can be tagged, scored and moved to a follow-up. The breadth of the platform is an advantage when adoption messages must be coordinated with sales outreach.

Where it falls short. Email engagement is not product usage. An open or a click tells you that a contact responded to a message, not that they used the feature. To make adoption work, product events must be sent into ActiveCampaign, and someone has to own that integration. Without it, the platform will keep targeting people by their inbox behavior rather than by what they do in the product.

Price. Starter is listed at $15 a month for 1,000 contacts, billed monthly or annually. Plus is listed at $49, Pro at $79 and Enterprise at $145, each with a starting price at 1,000 contacts, and prices scale with the contact count. ActiveCampaign offers a free trial. See the ActiveCampaign pricing page.

8. Intercom: in-app guidance with email and conversations

Where it fits. Intercom suits products where feature adoption happens inside the app and needs a conversation to complete. Its messenger, help center and shared inbox let a support team see that a user is struggling with a feature and respond to them directly, while the automation builder handles the broader education flow.

What it does well for adoption. Adoption guidance can be delivered in the same place as the product itself, which is the channel many users actually see. The combination of in-app content, email and conversation is useful for complex features with a learning curve, where a single email is not enough.

Where it falls short. The cost is per seat, and usage-based AI and messaging add charges on top. A program that sends a large volume of education messages may cost more than an email-only tool. Teams should also make sure the adoption flow suppresses users who have already adopted the feature, since in-app and email messages can compete for attention.

Price. The Essential plan is listed at $29 a month per seat, billed annually. Advanced is listed at $85 a month per seat, billed annually, and Expert at $132 a month per seat, billed annually. Intercom offers a 14-day free trial with no credit card required, and no ongoing free plan is listed. Details are on the Intercom pricing page.

9. PostHog: defining who adopted the feature

Where it fits. PostHog is an analytics layer rather than a sending tool. It is useful for defining the adoption event, building cohorts of adopters and non-adopters, and sending those events to an email platform. Many teams use PostHog alongside Customer.io, Userlist or Loops, with PostHog handling the question of who adopted and the email tool handling the message.

What it does well for adoption. Funnels, cohorts and event analysis make it possible to test whether a feature event is actually a useful one. A team can check whether users who repeat the feature retain better than those who try it once, before building a sequence around the definition.

Where it falls short. It does not send email, manage message suppression or deliver in-app prompts. It answers the adoption question; it does not act on it. A team that expects it to replace a sending platform will be disappointed.

Price. PostHog offers a free monthly allowance on every product, with usage-based pricing after that. The pricing page lists no minimums and no annual commitment. Check the PostHog pricing page for the current pay-as-you-go rates and the free allowance on each product.

10. Mixpanel: adoption funnels and cohorts

Where it fits. Mixpanel suits teams that want to measure feature adoption through funnels, retention and cohorts. It works best as the analytical source of truth, feeding a sending platform with adopter and non-adopter segments.

What it does well for adoption. Its event-volume model makes it easy to see how often a feature is used and whether repeat use is growing. Retention analysis can show whether adopters stay longer, which is the kind of outcome an adoption program should be measured against.

Where it falls short. Mixpanel is an analytics tool. It does not send the message, enforce suppression in an email flow or manage consent. Teams should expect to pair it with a messaging platform and to keep the event names identical across both systems.

Price. The free plan covers up to 1M monthly events. The Growth plan is listed at $140 a month billed monthly or $120 a month billed annually, and includes the first 1M events free with up to 20M monthly events. Enterprise pricing is custom. See the Mixpanel pricing page.

11. Amplitude: enterprise adoption analysis

Where it fits. Amplitude suits larger product organizations that want behavioral cohorts, experiments and adoption analysis in one place. It is a stronger choice when several product teams need to agree on what adoption means for their features.

What it does well for adoption. Behavioral cohorts and experiment support let a team test whether an adoption message changes behavior, and its plan structure lets smaller teams start with generous free usage before a contract is needed.

Where it falls short. Like other analytics tools, it does not send messages. Campaign attribution needs explicit recipient and message identifiers passed from the sending platform, so the integration has to be planned before the first campaign goes out. The free plan does not include all features at the higher tiers.

Price. The free plan includes 2M events a month with no time limit. The Plus plan includes the first 2M events free and scales to 70M events, and Growth and Enterprise plans are custom. Check the Amplitude pricing page for the paid rates.

12. Brevo: budget announcements and basic automation

Where it fits. Brevo suits small SaaS teams that want to send feature announcements and basic automated education without a large budget. It is a general email and transactional platform, so it fits teams that also need to send receipts and product notices from the same account.

What it does well for adoption. The free plan allows 300 sends a day and storage for up to 100,000 contacts, which is generous for a pilot. Paid plans add automation, A/B testing and advanced reporting.

Where it falls short. Deep usage thresholds need an external event or analytics source, because the platform does not calculate adoption from product behavior on its own. A program with several feature events and role-based exits will need careful list hygiene and a clear naming scheme.

Price. The free plan allows 300 email sends a day and up to 100,000 contacts. Starter is listed at $9 a month and starts at 5,000 emails a month with no daily sending limit. Standard is listed at $18 a month with automation and A/B testing. See the Brevo pricing page.

Table 2: What the published prices cost at realistic sizes

Tool and planBillingScenarioMonthly cost
Customer.io Essentials, 10k profilesMonthly10,000 profiles$145
Customer.io Essentials, 20k profilesMonthly20,000 profiles$235
Customer.io Essentials, 30k profilesMonthly30,000 profiles$325
Customer.io Essentials, 50k+ profilesMonthly50,000 profiles or moreFrom $505
Userlist BasicMonthlyUp to 10,000 users$149
Userlist ProfessionalMonthlyUp to 10,000 users$349
Encharge GrowthAnnual ($99 monthly)Up to 2,000 subscribers$79
Encharge PremiumAnnual ($159 monthly)Up to 2,000 subscribers$129
Loops Growing AudienceMonthlyUnlimited sends to subscribers$99
ActiveCampaign StarterMonthly or annual1,000 contacts$15
Mixpanel GrowthAnnual ($140 monthly)Up to 20M monthly events$120
BrazePricing on requestAny sizePricing on request
IterablePricing on requestAny sizePricing on request

How to work out your real cost

Sticker prices are measured in different units, so comparing them directly is misleading. Customer.io and Userlist price against profiles or users. Brevo prices against emails sent. Encharge and Loops price against subscribers or contacts. Mixpanel and Amplitude price against events. The first step is to convert your own situation into the unit each vendor uses.

Start with the number of users who are eligible for at least one adoption sequence, not the total user base. Then count the messages each eligible user will receive over the life of the sequence. Multiply those numbers to get monthly emails, and compare that to the send-based plans. A profile-based plan is priced by the people stored, while a send-based plan is priced by the messages delivered, so the answer depends on which of your numbers is larger.

Then add the analytics layer. If you need PostHog, Mixpanel or Amplitude to define adoption, that cost is separate from the messaging cost. Budget for both. A team that picks a cheap sender and then has no reliable adoption event will spend the saving on rework.

Finally, check the annual discount and the trial terms. Several plans in this guide list annual prices that are lower per month than the monthly price. Those savings only matter if you are confident the plan will remain the right size for a year.

Table 3: Decision guide

If you needPickBecause
Event-triggered branches with many feature eventsCustomer.ioWorkflows are built around events and segments, which matches a program with several features and roles.
Account-level adoption in a B2B productUserlistSegments exist for both users and companies, so an admin's adoption and a practitioner's adoption can be separated.
Visual flows that sync with a CRMEnchargeThe Premium plan lists HubSpot and Salesforce sync, which keeps adoption status visible to customer teams.
A small program with one or two featuresLoops or BrevoSimple flows and low-cost plans fit a short education path with few exit conditions.
In-app guidance plus conversationsIntercomMessenger, help center and inbox sit in one place, so adoption support and questions are handled together.
Defining who really adoptedPostHog, Mixpanel or AmplitudeThese tools measure behavior, cohorts and retention, which is the input any adoption rule needs.
Coordinated programs across channels at scaleBraze or IterableThey are built for multi-channel orchestration, but they require a dedicated owner and a sales conversation for pricing.

How to choose

Start with the adoption event, not the tool. For each feature you want to teach, write down what a repeatable use looks like in the product. A feature is adopted when a user performs it on more than one occasion within a stated window, or when a team reaches a stated threshold of use. That definition is the test every platform in this guide has to pass.

Next, list the audiences. A single feature often needs three paths: one for users who have never tried it, one for users who tried it once and stopped, and one for accounts where an administrator adopted it but the practitioners did not. Count how many people fall into each path. If the paths are many and the exit conditions are complex, a visual or event-first platform will save time. If there are two paths and a simple exit, a smaller tool is enough.

Then decide where the data lives. If product events already flow into a warehouse or an analytics tool, the sending platform should read from that source rather than duplicate the logic. If events are not yet tracked consistently, the first project is instrumentation, and the sending tool should wait until that work is done.

Finally, decide what happens after adoption. Many programs spend effort on the first message and none on the exit. A good plan says what adopted users receive next (advanced use cases, documentation for a related feature, or nothing), and it removes them from the education path immediately, including any queued sends.

Setup and migration workflow

Adoption programs fail most often at setup. The sequence itself is usually simple. The work that makes it reliable is the event naming, the identity match between the product and the sending tool, and the suppression rules. The steps below are the ones that matter most.

Table 4: Setup checklist for a feature-adoption program

StepWhat to doDone when
1. Define the adoption eventWrite one repeatable behavior per feature, with a window (for example, two uses in 14 days).Product and marketing agree the definition in writing.
2. Name events consistentlyUse one naming scheme across web, mobile and server events, and keep it in a shared document.The same feature produces the same event name on every platform.
3. Match identitiesSend the same user and account identifier to the analytics tool and the sending tool.A test user appears with one ID in both systems.
4. Map roles and plansAdd role, plan and account-type attributes to each profile or contact.Each eligible user has a role and plan value, with no blanks.
5. Build the eligibility ruleWrite who enters each path and exclude users with open billing or support issues.The segment size matches the count you expected.
6. Build the exit ruleRemove users from the path when the adoption event fires, and cancel queued sends.A test user who adopts receives no further education emails.
7. Set a holdout groupKeep a small random group that receives no adoption messages.The holdout is excluded from every send and tracked separately.
8. Measure against the holdoutCompare repeat use and retention between messaged users and the holdout.The report names the window and the cohort, and states what it does not prove.

Migration notes

Many teams move an adoption program from one tool to another, often because the first tool was chosen for a broadcast and now needs event logic. Move the definitions first, then the sequences. Export the event definitions, the segment rules and the suppression lists from the old tool, and rebuild them in the new one before copying any copy. Run both systems in parallel for one feature, and compare the send counts and exit counts. Do not migrate the historical suppression lists without checking that they reflect current adoption, because an old list can suppress users who have since lost the feature after a plan change.

Keep the holdout group through the migration. It is the only reliable way to tell whether a change in adoption came from the new tool, the new copy or simply the calendar.

Final recommendation

Choose Customer.io for event-driven adoption branches across several features and roles, and budget from $145 a month for 10,000 profiles on the billed-monthly Essentials tier. Choose Userlist for B2B products where account-level adoption matters. Choose Encharge when adoption status must sync with a CRM. Choose Loops or Brevo for small programs that need only a few flows. Pair any sending tool with PostHog, Mixpanel or Amplitude when you need to prove who adopted.

The best feature-adoption program is not the one that sends the most feature emails. It is the one that recognizes relevance, teaches a useful behavior, stops once the behavior happens and measures the longer-term result against a holdout.

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Frequently asked questions

What should trigger a feature-adoption email?

Use a meaningful product state: a relevant role, an unmet workflow, a completed prerequisite or a known barrier. A login, a click or a release-note view is not enough evidence that a feature fits that person.

When should a feature sequence stop?

Stop or change the journey after the adoption event, a support escalation, a role change, a cancellation or a preference change. Sending after the user has completed the action creates noise and can hide useful support signals.

Should every user in the product receive adoption emails?

No. Limit each sequence to users who are eligible for the feature by plan, role and account state. Users with an open billing problem or an unresolved support case usually belong in a separate path.

Does Userlist support in-app messages for feature adoption?

Userlist includes in-app messages alongside lifecycle email and company-level segments. It suits B2B teams that want guidance inside the product, while deeper product analytics still belongs in a dedicated analytics tool.

Is a free plan enough to run an adoption program?

It can be enough for a pilot with one or two features and a small eligible audience. Check the send limit, the contact limit and the number of automations against the number of adoption sequences you plan to run before you commit.

Why do adoption programs need an analytics tool as well as an email tool?

Email tools record that a message was sent, opened or clicked. They rarely decide on their own whether the target behavior happened. A product analytics tool or a stable event stream is what tells you who adopted the feature and when.