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from $600.00 / 1,000 reports

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App Review Intelligence - Store Reviews To Release Plan

Name: App Review Intelligence - Store Reviews To Release Plan
Price: 600 USD

Try for free

Turn App Store reviews into a release plan: blockers, churn drivers, feature requests, and draft release notes with user quotes. Pay per report.

Pricing

from $600.00 / 1,000 reports

Rating

0.0

(0)

Developer

ming zou

Actor stats

Bookmarked

Total users

Monthly active users

14 hours ago

Last modified

What this Actor does

It collects public source data (see Evidence sources), then uses a language model to turn that raw material into one structured report. One run produces one report, and you pay only when a report is delivered.

Input

Field	Type	Required	Description
`appUrls`	array	yes	App Store URLs
`country`	string	no	Store country
`maxRecords`	integer	no	Max reviews
`outputLanguage`	string	no	Report language
`sampleData`	boolean	no	Sample data (free, no data fetched)

Advanced

Field	Type	Required	Description
`llmApiKey`	string	no	Optional. Leave empty to use the service's built-in analysis model. Supply your own OpenAI-compatible key to bill model usage to your account. Stored encrypted.
`llmApiBase`	string	no	OpenAI-compatible base URL. Empty means the service default.
`llmModel`	string	no	Model identifier. Empty means the service default.

Output

One dataset item per run. Report fields:

Field	Type	Description
`releaseBlockers`	array	Release blockers
`churnDrivers`	array	Churn drivers
`featureRequests`	array	Feature requests
`onboardingFriction`	array	Onboarding friction
`monetizationComplaints`	array	Monetization complaints
`releaseNotesDraft`	array	Release notes draft
`customerQuotes`	array	Customer quotes

Every report also carries:

Field	Type	Description
`scope`	object	Inputs and filters this report was produced for.
`sourceRecordCount`	integer	Records collected from the source.
`recordsAnalyzed`	integer	Records actually included in the analysis.
`recordsDroppedPastBudget`	integer	Records excluded once the analysis budget was reached.
`chunksAnalyzed`	integer	Number of analysis passes merged into the report.
`sources`	array	Upstream dataset identifiers used as evidence.
`limitations`	array	Known limits of this analysis.
`demoMode`	boolean	`true` when no model key was configured.
`generatedAt`	string	ISO-8601 timestamp.

Evidence source

Upstream Actor: thewolves~appstore-reviews-scraper (Apple App Store reviews). Data is collected at run time from publicly visible pages.

Pricing

Pay per event: $0.60 per delivered report (release-report). For comparison, AppFollow and Appfigures charge roughly $50-$200/mo for review intelligence.

Example input

{
  "appUrls": [
    "https://apps.apple.com/us/app/headspace-meditation-sleep/id493145008"
  ],
  "country": "us",
  "sampleData": true
}

Demo mode

If no model key is configured, the Actor still runs end to end and returns an extractive evidence report (record counts, frequency-ranked terms, verbatim samples) instead of model synthesis, with demoMode: true. This lets you evaluate a run before connecting a model.

Limitations

Analysis is derived solely from publicly visible data collected at run time; it reflects the sampled window, not the full population.
Results reflect the material collected in this run, not the entire population of available data.
Analysis quality depends on how much public text the source exposes.

Independent third-party analysis service. Not affiliated with, endorsed by, or sponsored by the platforms whose public data is analyzed.

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