App Review Deep Report — Sentiment, Themes & Complaints avatar

App Review Deep Report — Sentiment, Themes & Complaints

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from $6,700.00 / 1,000 deep reports

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App Review Deep Report — Sentiment, Themes & Complaints

App Review Deep Report — Sentiment, Themes & Complaints

Pricing

from $6,700.00 / 1,000 deep reports

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NexGen Watch

NexGen Watch

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App Review Deep Report — Sentiment, Themes, Complaints & Trend

Stop paying $50–100+/month for a review-intelligence subscription you use a few times. This actor delivers the same deep review analysis per report, on demand, with no subscription — one app in, one complete intelligence report out.

Typical review-intelligence SaaSApp Review Deep Report
Pricing$50–100+/month, every month$10.00 / report (FREE tier), pay only when you run
CommitmentAnnual/monthly lock-inNone — per report
Break-evenRun 5+ reports/month and you're still under one month of most subscriptions

If you pull a competitive or portfolio review read once a week, that's ~$40/month at the FREE tier (less on volume tiers) — versus $50–100+/month for an always-on seat you rarely max out.

What you get in one report

Feed it one app (app_id + store) and it fetches up to 1,000 public reviews (logged-out, public data only) and returns one deep report:

  • Full sentiment breakdown — positive / neutral / negative split, average sentiment score, average star rating
  • Theme clustering — the terms and phrases reviewers actually use, ranked by mentions
  • Complaint ranking — negative-review clusters ranked by frequency, each with its share of negatives and a real example quote
  • Feature-request extraction — reviews that ask for something, clustered into the most-requested asks
  • Trend vs prior period — current window compared against a prior window (explicit dates, or an automatic median split), with sentiment and rating deltas and a worsening/improving/flat call
  • Developer-response coverage — how much of the feedback the developer is answering
  • Rendered markdown summary — the whole report as a readable brief (a dataset field and a key-value-store record), ready to paste into a deck or ticket

Input

FieldRequiredDescription
app_idyesApple numeric track id (e.g. 284882215) or Google Play package name (e.g. com.spotify.music)
storeyesapple or google_play
countrynoStorefront country code (default us)
languagenoLanguage code for Google Play (default en)
max_reviewsnoCap on public reviews fetched (default/max 1000)
trend_current_from / trend_current_to / trend_prior_from / trend_prior_tonoExplicit ISO date windows for the trend comparison. Leave all empty to auto-split by median date.

Method — deterministic, transparent, model-included

Analysis runs the ngd-lexicon-v1 engine: a transparent lexicon plus a rating prior. It is fully deterministic — the same reviews always produce the same report. No external LLM, no API key to bring, no "AI" black box. The model is included in the price.

Pricing

  • Actor start: $0.05 (one-time, platform-reserved).
  • deep_report: $10.00 per report at the FREE tier (BRONZE $9.00 · SILVER $8.00 · GOLD $6.70). Charged exactly once, only after the report is successfully built and delivered. If reviews can't be fetched or analysis can't run, the run fails and you are charged nothing for the report.

Notes

  • Public, logged-out data only. No login, no private endpoints.
  • Cost-bounded: memory/time caps, a bounded per-page request-attempt budget, and a hard review/output cap.