Data product · Engagement · App Store / Play

Cardmember Voice-of-Customer

A curated review corpus that mines the negative tail across 10M+ ratings to catch regressions in hours - curation is the moat that stops GenAI hallucinating on raw reviews.

4.8 / ~9.3Mverified

Apple App Store rating / ratings (v4.759, updated Jun 19 2026)

4.6 / ~1.8Mverified

Google Play store-displayed rating / written reviews (lifetime avg ~4.39, 50M+ downloads)

10M+ / ~63Mverified

combined ratings / active mobile users

#1verified

national bank, J.D. Power 2026 US Mobile Banking App Satisfaction Study

The problem

A 4.6-4.8 headline rating hides the signal. The opportunity is mining the negative tail across 10M+ reviews to catch regressions in hours, not at the next review cycle.

The data-product gap

Raw reviews are unstructured, spam-laden, PII-bearing, and un-themed. GenAI on raw reviews hallucinates - curation is the moat.

The solution, on the platform

1
Daily ingest: App Store Connect API + Play Console + AppFollow, with version / OS / locale metadata.
2
Curate: dedup, spam/bot filter, PII scrub, language normalize.
3
GenAI on the curated corpus: theme/aspect extraction into the taxonomy, sentiment + severity, emerging-issue spike detection, release-note correlation, auto exec digest + suggested JIRA.
4
Route: fraud-hold false-positives→risk-ops; login/OS-gate spike→release eng; Zelle-lock→payments+comms; positive feature mentions→growth.
5
Card-scoped variant (Pay Over Time, Offers, rewards redemption, fraud holds) becomes a cardmember-engagement instrument.

App Store / Play / AppFollow ingestSpam + PII curationGenAI theme + spike detectionRelease-note correlationAuto-routing to owning teams

Caveat

Apple 9.3M is ratings, not all written reviews. Both the Play headline 4.6 and lifetime ~4.39 are cited. Theme verbatims are representative recurring clusters, not statistically weighted. Collected 2026-06-27.

Success scorecard

Leading

›Time-to-detect regression (hours)
›% auto-tagged
›Theme-tag precision/recall vs human holdout

Product

›Negative-theme volume per 10k reviews release-over-release
›Contact deflection

Rating / business

›Sustain 4.8 Apple / ≥4.6 Play
›Defend J.D. Power #1
›Engagement lift in resolved cohorts

Closed-loop

›'You asked, we shipped' rate

Browse the catalog How the AI analyst is governed

Sources and method

Live · enforced in the database Public · cited Synthetic · illustrative

01
Apple App Store - Chase Mobile 4.8/5, ~9.3M ratings (v4.759, updated Jun 19 2026) - collected 2026-06-27.
02
Google Play - 4.6 store-displayed, ~1.8M written reviews, lifetime avg ~4.39, 50M+ downloads - collected 2026-06-27.
03
Scale + recognition - ~63M active mobile users;

Synthetic cardholder dataFictional partnerIllustrative model metricsCited market context