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AI customer feedback analyzer

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Mimir analyzed 24 pieces of customer feedback for a project management tool — 8 NPS responses, 9 support tickets, and 7 app store reviews and surfaced 9 patterns with 6 actionable recommendations. This is exactly what you'd get with your own data.

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recommendations

Top recommendation

AI-generated, ranked by impact and evidence strength

#1 recommendation

Rebuild search with full-text indexing and recent-first ranking

High impactMedium effort

Rationale

Search is the most frequent complaint across all feedback channels (14 of 24 sources). The current implementation appears to use basic string matching. Upgrading to full-text search with recency weighting and fuzzy matching would resolve the majority of complaints.

This is also the highest-leverage retention fix — NPS detractors specifically cite search as the reason for low scores.

Search is too slow and returns irrelevant results

More recommendations

5 additional recommendations generated from the same analysis

Add multi-select and bulk actions to all list views

Bulk actions are a table-stakes feature for any PM tool managing more than 10 tasks. The implementation is straightforward — add checkbox selection state to list views, then a floating action bar for status change, reassign, archive, and delete.

Ship mobile editing for tasks, descriptions, and file attachments

Mobile feature parity is a long-term investment, but the immediate wins are clear: task editing, rich text descriptions, and file attachments cover 80% of the mobile complaints. Field teams and managers checking in on-the-go represent a distinct user segment that's currently underserved.

Add a guided walkthrough for invited team members

New member onboarding confusion creates ongoing support burden and workspace pollution (duplicate projects, misfiled tasks). A lightweight walkthrough — triggered on first login after invite — that shows the team's workspace structure and key conventions would reduce the 30-minute manual onboarding that PMs currently do.

Add PDF and formatted export for stakeholder reporting

Export complaints appear across 6 sources. Users need to get data out of the product for quarterly reviews, client presentations, and board decks. A PDF export with the same visual formatting as the web UI — plus a scheduled email digest option — eliminates the manual screenshot-to-slides workflow.

Introduce a viewer-only seat tier at reduced pricing

Pricing friction blocks team expansion. A viewer-only tier (read access, commenting, no task creation) at 50% of the full seat price would remove the barrier to adding contractors, executives, and cross-functional stakeholders. This directly expands the user base within existing accounts.

Insights

9 patterns ranked by severity and frequency — expand any to see the evidence

The full product behind this analysis

Mimir doesn't just analyze — it's a complete product management workflow from feedback to shipped feature.

Themes emerge from the noise.

Ranked by severity and frequency, with the original quotes inline so you can judge for yourself.

Critical
12x
Moderate
8x

Talk to your research.

Ask questions, get answers grounded in what your users actually said.

What's the top churn signal?

Onboarding confusion appears in 12 of 16 sources. Users describe “not knowing where to start” [Interview #3, NPS]

A prioritized backlog, not a wall of sticky notes.

Ranked by impact and effort, with the reasoning you can actually defend in a roadmap review.

High impactLow effort

PRDs, briefs, emails — on demand.

Generate documents that reference your actual research, not generic templates.

/prd/brief/email

Paste, upload, or connect.

Transcripts, CSVs, PDFs, screenshots, Slack, URLs.

.txt.csv.pdfSlackURL

This analysis used sample data. Imagine what Mimir finds with your actual customer interviews and product analytics.

Try with your data