Spotify Review Insights

660,622 Google Play reviews (May 2022 – Nov 2023) → classified, verified, grouped and ranked. Where should next quarter's product effort go?

AI-generated recommendation

Written by the memo model from saved aggregates only; every cited number is a claim checked by code against the deterministic ranking.

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Priority by product area

Σ severity of complaint & cancellation reviews per area (usability includes catalog; playback includes downloads; "none" = generic criticism, boycotts, unclear — not actionable)

Complaint share over time — top 3 issues

Issue complaints ÷ all complaints that month. First and last months are partial.

Issue ranking (baseline)

priority = complaint_count × mean_severity = severity_sum; ties by issue_id. Click an issue for traceable evidence.

#IssueAreaComplaintsMean sev.PriorityCancel intent

Issue evidence

Select an issue above.

review_idEvidence quoteSev.IntentHelpfulDate

Trace a review

Look up any source review_id: its stored labels, quote, cache provenance and issue membership.

Run quality & cost