AI That Reads Your Feedback So You Don't Have To
Every piece of customer feedback — automatically summarized, classified by sentiment, grouped by theme, and scored by priority. Zero manual tagging required.
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What is AI feedback analysis?
AI feedback analysis uses large language models to automatically process raw customer feedback at scale — extracting topics, detecting sentiment, grouping similar requests, and surfacing priority signals. Where a human reviewer might take hours to process 200 feedback items and produce a summary, AI feedback analysis does it in seconds. Kandidly uses Claude to analyze every incoming piece of feedback, linking it to existing features, scoring it by RICE priority, and grouping it into themes — so your product team can focus on decisions, not data entry.
Triage
Every feedback item processed in seconds
The moment feedback arrives — from widget, email, Slack, webhook, or import — Kandidly's AI classifies it, writes a summary, detects sentiment, and matches it to existing features. No manual steps.
- Auto-classification: Feature Request, Bug, UX Issue, Question, Praise
- AI-written one-sentence summary for each item
- Sentiment detection: Positive, Neutral, Negative, Angry, Confused
- Automatic deduplication against existing features
Clustering
Turn hundreds of requests into clear themes
Click Analyze Insights and Kandidly groups all your feedback into semantic themes — showing you which topics appear most, with what sentiment, and from which customer segments.
- AI-generated theme clusters across all feedback
- Sentiment breakdown per theme
- Customer segment and MRR breakdown per cluster
- Exportable for stakeholder presentations
Prioritization
AI-scored RICE priorities for every feature
Kandidly's AI calculates a RICE priority score for each feature based on reach (votes), impact (sentiment + MRR of requesters), confidence (source quality), and effort (linked issue estimates).
- RICE score auto-calculated and updated as votes grow
- Revenue-weighted scoring when Stripe is connected
- Filter by customer segment, plan tier, or ARR
- Side-by-side priority comparison across your backlog
Reporting
Weekly AI digest reports for your team
Every week, Kandidly generates a digest of your top feedback themes, biggest priority movers, and churn risk signals — ready to paste into your team standup or stakeholder update.
- Auto-generated weekly feedback summary
- Top emerging themes and sentiment trends
- At-risk customers with unmet high-priority requests
- Exportable to Slack, email, or PDF
Who uses Kandidly for this
Teams across every stage and function rely on this every day.
High-volume feedback teams
Process hundreds of weekly feedback submissions without adding headcount to your product team.
Customer success managers
Get a real-time view of customer sentiment and unmet requests without reading every ticket.
Product managers doing quarterly planning
Replace weeks of manual feedback analysis with AI-generated theme clusters and priority rankings.
Founders and solo PMs
Get the insights of a full research team without hiring one — AI does the synthesis, you make the decisions.
Multi-product teams
Analyze feedback across multiple products or customer segments with separate AI-powered inboxes.
Enterprise product organizations
Surface revenue-weighted priorities by connecting customer MRR from Stripe — so your biggest accounts always get appropriate weight.
How Kandidly compares
Not every tool does this the same way. Here's how the field stacks up.
| Tool | Supported | Note |
|---|---|---|
 | Built-in AI triage, clustering, RICE scoring, and weekly digests | |
| No AI analysis — all manual | ||
| Partial | Basic AI categorization — manual effort still required | |
| No AI feedback analysis | ||
| No AI features | ||
| Partial | NPS analytics only — no feedback AI |
Frequently asked questions
Ship faster.
Close the loop.
Join product teams who use Kandidly to turn customer feedback into shipped features — and notify every requester the moment it lands.
Connect your product workflow. Start shipping products.
Kandidly gives your team one AI-powered home for feedback, features, roadmaps, and releases. Less overhead. More momentum.
The AI-powered product management platform for modern teams. Feedback, roadmaps, and releases — all in one place.
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