Product feedback analysis

Build better products with AI product feedback analysis software

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Analyze user feedback from app store reviews, support tickets, and surveys in one place. Detect bugs and friction faster, prioritize feature requests, and make data-driven product decisions with confidence.

Trusted every day by world-leading enterprises to understand their customers at scale

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How it works

Actionable user insights to help you build better user experiences

Unify user feedback from every source

Consolidate in-app feedback, app store reviews, support tickets, surveys, and sales calls into one unified view with product feedback analytics.

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Analyze unstructured text with AI

Lyra AI finds feature requests, bugs, and friction points with unparalleled accuracy, so you get verified intelligence you can act on.

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Get powerful and granular product insights

Get actionable intelligence linked to your core metrics, so Product, UX, and Engineering teams know what to prioritize first.

Get ROI from CX

AI feedback analysis

Prioritize key improvements for your roadmap

Stop guessing what to build next. Find the high-impact projects hiding in user feedback, backed by solid data.

Explore the platform
Chattermill dashboard with volume of feedback, NPS, data sources, growing issues and top issues

Rank feature requests

See which feature requests come up most and how strongly users feel about them, across app reviews, tickets and sales calls

Identify issues and opportunities

Know what users like and dislike about the product, so teams know exactly what to fix and what to double down on.

Combine insights into dashboards

From discovery to post-launch analysis — build compelling narratives that influence decisions.

AI agent for product teams

Get analyst-grade answers to any product question, instantly

Stop spending hours digging through reviews, tickets, and surveys to find bugs, friction points, and feature requests. Lyra Agent analyzes product feedback from every source at full scale, automatically.

See Lyra Agent in action
Lyra Agent answering what customers say about the checkout experience, with a summary, sentiment split and top issues

AI agent for Product teams

Bring agentic insights into your workflow with an agent that surfaces product feedback trends and signals, and delivers answers you can act on.

Answers any question

Ask any question about your user feedback and product experience, and get an instant, evidence-backed answer.

Proactive customer insights

Lyra Agent monitors your product feedback 24/7, automatically surfacing what you weren't looking for: bug spikes, friction points, and big opportunities.

Proactive insights

Catch new issues after every release

After each launch, Lyra Agent analyzes reviews, tickets and in-app feedback for new bugs and friction, and flags spikes before they show up in your metrics.

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Automatically flags what's driving your metrics down

Move past surface-level insights to a system that automatically spots problems, always backed by evidence.

Top issues at a glance: four highest-volume checkout issues across all feedback

Instantly surfaces what customers want next

Lyra Agent scans your product feedback, app reviews, social media, and more to surface your biggest opportunities, proactively.

Top feature requests at a glance, ranked by volume

Feedback analytics

Identify product issues faster

Stop spending hours manually sifting through feedback to find product issues. Speed up discovery with AI models built for scale.

Strategic and precision insights: product issues and opportunities ranked from feedback

Strategic & precision insights

Surface every precise issue and opportunity from your feedback, so you know exactly where to focus.

Impact analysis of the themes that lower NPS, with a short explanation for each theme

Impact analysis

Get straight to the root cause and identify the drivers behind low NPS or declining product reviews.

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Anomaly detection

Identify risks and data spikes instantly, keeping your team aligned and ready to respond.

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Quantified results

Understand the biggest user pain points. View results by category, sentiment, feedback volume, and more.

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Reports & dashboards

Track metrics, monitor trends, compare data over time – across different teams and use cases.

“Chattermill helps me cut through the noise. I can see which issues are emerging, with a clear, structured snapshot of the topics I care about. It feels like an organized system for user feedback. From there, I can quickly spot emerging issues and deep-dive into the relevant snippets to take action.”

Vahritch Kharmendjian, Staff Product Manager at Qonto

Vahritch Kharmendjian

Staff Product Manager

Qonto logo
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“We've implemented numerous changes to better meet customer needs, which have resulted in new revenue streams, new brands, and new product options. Much of this progress has been guided by customer feedback, with Chattermill playing a key role in our ability to understand and act on these insights.”

Stefan Platteau

Stefan Platteau

Director of Global Customer Strategy & Analytics

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“Chattermill enables us to go to our leadership team and say, ‘We want to prioritize this feature next, because we have the data to show that it's a significant pain point for customers.’ This makes it incredibly valuable to get our sponsors and leadership team aligned with our priorities.”

Mo Nuur

Mo Nuur

Head of Customer Product

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“Chattermill allowed us to unify all our feedback data from NPS surveys, CSAT responses, and Trustpilot reviews, and then quickly spot a theme and identify a problem across thousands of comments.”

James McGhee

James McGhee

Director of CX

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Sharing & collaboration

Share product insights with every team

Break down data silos and help teams work toward the same roadmap. Our platform gives Product, UX, and Engineering teams shared access to user feedback analysis, all in one place.

AI agents and tools where Chattermill is available

Connect to any agent

Plug customer intelligence into the AI agents via MCP. Ask any question, get reliable answers – with enterprise-grade protection.

Slack message from Chattermill alerting a volume anomaly with a chart

Works with your stack

Share product insights where your team already works — email, Slack, or Jira, automatically.

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Automated workflows

Automate insight sharing across teams — so everyone stays informed and collaboration flows naturally.

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Spaces

Create a dedicated space for your team, product, or project — no noise, just the signal your team cares about.

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Security & control

Control access with customizable roles — from editing rights to view-only — so the right people see the right data.

Our customers

A platform that product teams actually want to use

See how leading tech teams cut through the noise, found their biggest opportunities — and delivered results their product leaders actually cared about.

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"Chattermill enables us to go to our leadership team and say that we want to prioritize this feature next, because we have the data to show that it's a significant pain point for customers. This makes it incredibly valuable to get our sponsors and leadership team aligned with our priorities."

Mo Nuur, Product Lead for CX & Digital at E.ON Next, speaking on stage

Mo Nuur

Product Lead for CX & Digital

See Chattermill in action on your own feedback

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SECURITY & COMPLIANCE

Enterprise-grade platform built for trust

Enterprise-ready by design. Manage multiple teams, control access, and ensure PII compliance within an interface built for the modern enterprise organization.

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GDPR & CCPA COMPLIANCE

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ACCESS CONTROLS

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