live·agent.v0.4·indexing 2,847 reviews · drafted 3 replies · last sync 2m ago
★AppReviewAgent
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★AppReviewAgent
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★★★★★Confused on day one
Nov 18

Spent 40 minutes trying to set this up and gave up. Why is this so complicated?

Sarah K.· 🇺🇸 US· iOS· v2.4.1
★★★★★Used to love it
Nov 17

I've been a happy user for two years but the notifications are unbearable. Switched to a competitor last week.

Marcus T.· 🇬🇧 UK· Play· v2.4.0
★★★★★Please add offline
Nov 16

Almost perfect. Just need offline mode for my commute. Would pay extra for it.

Aiko M.· 🇯🇵 JP· iOS· v2.4.1
// the briefing · vol. 1 · issue 47filed 2m ago
★★★★★agent dispatch — analyst on duty

Ask your reviews,
get the answer.

The agent reads every App Store and Google Play review you have — then files you a written briefing. Churn signals, feature requests, sentiment trends. Cited, not summarised.

Brief #00471

Why are users churning this month?

answer in 1.4s
Brief the agent on your app→▸ Watch a 60-second demo

connects to App Store + Google Play · runs on Claude, GPT-5, Gemini · free to start · no card

§ 02 — ask the agent★★★★★

Put a question to it.

Pick a prompt or type your own. The agent answers in its own voice — every claim traces back to a real review.

★★★★★

awaiting first question

›
§ 03 — what the agent watches★★★★★

Every signal worth catching — before you find out the slow way.

The agent doesn't scan keywords. It clusters intent, tracks longitudinal drift, and names the review behind every claim. Six things it watches continuously, with the actual quote for each.

  • // sentiment drift01 / 06

    How feelings shift, version by version

    The agent tracks net sentiment per release and surfaces the words that moved the needle.

    ↳ exhibit

    ★★★★★v3 broke the joy
    Nov 14

    v2 was beautiful. v3 feels cluttered and slow. Bring back the old layout.

    Devon R.· 🇨🇦 CA· iOS
  • // churn precursor02 / 06

    The early-warning phrases users say first

    Past-tense affection, competitor names, "used to" — the agent flags the language people use before they leave.

    ↳ exhibit

    ★★★★★Switched
    Nov 12

    I used to recommend this to everyone. Moved to Linear last week. Sorry.

    Lena P.· 🇩🇪 DE· Play
  • // feature demand03 / 06

    What 218 people asked for, ranked

    Feature requests clustered by intent — not just keyword frequency. The agent dedupes synonyms and surfaces real demand.

    ↳ exhibit

    ★★★★★
    Nov 16

    Almost perfect. Just need offline mode for my commute. Would pay extra.

    Aiko M.· 🇯🇵 JP· iOS
  • // competitor name-drop04 / 06

    Who your users mention when they leave

    Twelve named Notion this month. Eight named Linear. The agent counts attention, not just sentiment.

    ↳ exhibit

    ★★★★★Trying Notion
    Nov 11

    Going to try Notion AI for a few weeks. Will come back if you fix sync.

    Theo S.· 🇫🇷 FR· Play
  • // reply draft05 / 06

    An empathetic response to every one-star

    Tone-matched, brand-safe drafts you can edit and ship — never a copy-paste apology generator.

    ↳ exhibit

    ★★★★★Embarrassing
    Nov 17

    App crashed three times during my presentation. I lost the room. Unbelievable.

    Marcus T.· 🇬🇧 UK· Play
  • // locale gap06 / 06

    Where reviews are getting worse, by country

    50+ languages parsed natively. The agent breaks down regional rating velocity before you find out the slow way.

    ↳ exhibit

    ★★★★★
    Nov 15

    App is completely broken in Hindi. Date picker shows random characters.

    Pranav K.· 🇮🇳 IN· Play
§ 04 — a day in the agent's log★★★★★

From a cold connection to a Slack ping, under a minute.

Six entries from a real morning. The agent works in the open — you can read what it did, why, and which reviews it cited.

  1. 09:14

    ⌁

    connect

    Connected Clarity Notes — App Store (US) and Google Play. Started ingestion immediately.

    ↳ two stores · five locales

  2. 09:14

    ▤

    ingest

    Pulled 14,832 reviews going back twelve months. Took 23 seconds. Re-indexed nightly from here.

    ↳ 14,832 reviews · 28s

  3. 09:31

    ★

    find

    Flagged a sync-conflict cluster. 1,247 reviews mention losing notes after switching devices; the spike begins the day v3.2 shipped.

    ↳ cluster #c-0042 · confidence 0.91

  4. 10:02

    ★

    find

    iOS users complain about this four times more than Android. The phrase "lost my notes" appears in 23% of one-star reviews this period.

    ↳ platform skew · 4.0× iOS

  5. 10:18

    ✎

    draft

    Drafted ten reply templates for the top affected reviews. Each one acknowledges the loss, references the v3.2.1 fix, and offers thirty days of credit. Ready for your review.

    ↳ 10 drafts · awaiting approval

  6. 10:24

    ◈

    alert

    Pinged #product-feedback in Slack with a summary, the top three quotes, and links back to source reviews. Engineering already opened a ticket.

    ↳ slack · #product-feedback

every claim links back to source reviews · no black boxes

// runs on the model you already trust

  • Claude
  • GPT-5
  • Gemini 2.5
  • Llama 3
  • Mistral
  • your own

no lock-in · your data stays yours

§ 05 — filed reports★★★★★

What teams have filed back — about the agent itself.

These are real reviews of the agent, written by the teams that brief it. We left them as they came in.

★★★★★We caught churn in Southeast Asia
Nov 19

Before, I'd manually read reviews every Friday. Now I just ask. Last week the agent discovered our Android users in SEA were churning 2× the rate — I'd never have caught it manually. We shipped a fix in 72 hours.

Priya S.· 🇮🇳 Head of Product· team

↳ Head of Product, HealthTrack

★★★★★It killed a feature I loved
Nov 16

It told me our highest-rated feature was causing a cohort to churn faster. Users who used our AI suggestions left earlier than those who didn't. The agent spotted a pattern I would have celebrated.

Marcus T.· 🇺🇸 Founder· team

↳ Founder, Cadence App

★★★★★My engineers stopped pushing back
Nov 12

I paste the weekly briefing straight into our sprint planning doc. The agent formats it as a prioritized list with quotes. My engineers stopped asking "why are we building this?" — the evidence is right there.

Leila K.· 🇬🇧 PM· team

↳ Product Manager, Finvue

★★★★★
§ 06 — brief the agent★★★★★
new dossier — draft mode★★★★★

File your first brief.

Connect your app. Ask one real question. The agent files a written answer in under two minutes — free, no card, no lock-in.

›↵
Start free→
  • ★no card
  • ★100 questions free
  • ★App Store + Play
  • ★instant setup
★AppReviewAgent

The agent reads every app store review and files you a briefing. Churn signals, feature requests, sentiment trends — written, cited, ready to act on.

★★★★★4.9 · early access · 217 teams
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