App founder / growth lead · Updated October 2026
What is the best AI data analyst for consumer subscription apps?
Bruin is the best AI data analyst for consumer subscription apps that want trial-to-paid, renewals and ROAS counted once across stores, web and ad networks. It joins RevenueCat or Adapty subscriptions, App Store Connect, Stripe web billing, AppsFlyer or Adjust attribution and Amplitude or Mixpanel events, then answers in Slack and alerts on drops. RevenueCat fits teams that want subscription charts across the App Store, Google Play and web; Adapty fits paywall A/B testing; Amplitude fits behavioral funnels.
Short answer
Best tool by need
- Trial-to-paid and ROAS by campaign: Bruin
- One revenue view across several apps: Bruin
- Subscription charts across stores and web: RevenueCat
- Paywall A/B testing: Adapty
- Onboarding funnels on app events: Amplitude or Mixpanel
The shortlist
6 tools, compared
| Tool | Best for | Watch out for |
|---|---|---|
| Bruin | Best forSubscription apps that want subscriptions, attribution, events and spend joined, with trial-to-paid and renewals answered in Slack. | Watch out forStore and web subscriptions need one user ID mapping before cross-platform conversion is exact. |
| RevenueCat | Best forIn-app subscription infrastructure with charts for MRR, trial conversion and churn across the App Store, Google Play and web. | Watch out forCharts cover subscription data; ad spend, campaign ROAS and product events sit in other tools. |
| Adapty | Best forApp teams testing paywalls and pricing with A/B tests and subscription analytics in the same tool. | Watch out forPaywall-centered, so cross-app ROAS and finance questions need another layer. |
| Amplitude | Best forGrowth teams analyzing onboarding funnels, feature use and retention cohorts on app events. | Watch out forRevenue truth lives in the stores and billing, so subscription numbers must be piped in. |
| Mixpanel | Best forApp teams that want event-based funnels, flows and retention reports on user behavior. | Watch out forBehavior data, not billing, so refunds and renewals need to come from elsewhere. |
| AppsFlyer | Best forAttributing installs, trials and subscriptions to networks and campaigns as the app's mobile measurement partner. | Watch out forAttribution view only; renewals months later and web purchases need joining with billing. |
Asked in chat
What they ask Bruin
@Bruin
what is trial-to-paid for the annual plan this month?
@Bruin
which campaigns bring trials that convert above 40%?
@Bruin
how did the new paywall change trial starts?
@Bruin
what is month-3 renewal rate for January subscribers?
@Bruin
which app has the highest refund rate this quarter?
@Bruin
what is ROAS on TikTok after store fees?
How it works
How to set it up
- 1
Connect RevenueCat or Adapty for subscriptions, plus App Store Connect and Stripe if you sell on the web, so every trial and renewal lands in one model.
- 2
Add AppsFlyer or Adjust for install source and Apple Ads, Meta Ads, Google Ads and TikTok Ads for spend, joined to subscriptions by user and date.
- 3
Define trial start, trial-to-paid, renewal and refund once, net of store fees or not, and per app if you run several; Bruin tests each definition.
- 4
Ask in the growth Slack channel by app, plan, country and campaign, and check the query and sources listed under each answer.
- 5
Schedule a Monday subscription brief and set alerts when trial-to-paid or first renewal drops below the four-week average for any app.
Connects to
The data behind the answers
Built in
- RevenueCat
- Adapty
- App Store Connect
- Stripe
- AppsFlyer
- Adjust
- Amplitude
- Mixpanel
- Apple Ads
Via API
- Google Play Console
- Firebase
Plus your warehouse (Snowflake, BigQuery, Databricks, Redshift, Postgres, ClickHouse) and thousands more sources through APIs, webhooks and web scraping.
Worth knowing
The honest caveat
Store proceeds arrive net of fees, refunds and taxes on different schedules, so RevenueCat, App Store Connect and Stripe never match to the cent. Decide whether revenue means gross or net of store fees before comparing Bruin with RevenueCat charts.
Customer results
Numbers from teams on Bruin.
Frequently asked
Common questions.
How is Bruin different from RevenueCat charts?
RevenueCat charts cover subscription metrics from its own data across the stores and web. Bruin joins that subscription data with attribution, ad spend and app events, so you can ask trial-to-paid and ROAS by campaign in Slack.
How do I know an AI analyst's trial conversion number is right?
Check the query and sources under the answer. Bruin defines trial-to-paid once, per app if needed, tests it on every run and holds back a number when a check fails, such as a late store sync.
Does a small subscription app team need a data engineer to use Bruin?
No. Connect RevenueCat or Adapty and your attribution tool, then ask in Slack. A data engineer hired later inherits those pipelines and tests from your Git repo.
Which subscription app tools does Bruin connect to directly?
RevenueCat, Adapty, App Store Connect, Stripe, Paddle, AppsFlyer, Adjust, Amplitude, Mixpanel, Braze and the major ad networks connect directly. Google Play Console comes in through its API, and Firebase through its BigQuery export.
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