Ask your feedback. Get the answer.
Feedback Studio lets you upload any feedback dataset and have a real conversation with it — powered by AI, run entirely on your device or in your browser. No dashboards. No setup. Just answers.
0 bytes
raw data to server
DuckDB
in-browser SQL engine
HTML
report you own
DuckDB · local · no upload
Top complaint themes
Chart added to report →
Q1 2025 Feedback Analysis
2,847 responses · Exported Mar 14
Theme breakdown
Onboarding · ≤2 stars
AI across encatch
AI lives in your workflow — not just a sidebar
Every feature that matters has AI built in. Here's where it shows up.
Form Engine
AI Refine
Stylometry anonymisation on free-text responses
Real-time Alerts
AI Filter
Prompt-based destination filtering per form
Product Insights
AI Themes
Auto-tagged themes with aspect sentiment analysis
Product Insights
Scheduled Reports
AI summaries delivered on your cadence
Hybrid Forms
AI Integration Code
Generate SDK hooks from the encatch schema
Privacy Controls
AI Refine
Enterprise-grade stylometry anonymisation
Feedback Studio · External Insights
Upload any dataset. Chat with it. Generate a report.
- Upload CSV or JSON exports from any feedback platform — encatch, Typeform, SurveyMonkey, or custom dumps.
- AI translates your plain-English questions into SQL queries, which run locally via DuckDB. Only aggregated results are sent for summarisation.
- Charts and text summaries appear in a live report panel as you ask questions — the report builds up dynamically.
- Save the final report as a self-contained HTML file you can print, email, or tweak further in any editor.
- Perfect for board presentations, quarterly reviews, or any ad-hoc analysis without spinning up a pipeline.
External Insights
Feedback Studio · Experimental
Drop your feedback CSV / JSON
Never leaves your browser
Generated Report
HTML · editableFeedback Studio · Private Insights
Maximum privacyYour data stays on your device. Always.
- On-device LLM processes your entire feedback dataset — no network calls, no server-side processing, no logs.
- Designed for privacy-conscious teams: internal HR feedback, sensitive NPS data, or any dataset that must never leave the organisation.
- Chat naturally with your data to extract summaries, spot critical signals, and surface recurring complaints.
- No API key required, no cloud model subscription — the model runs directly in the browser.
- Available in experimental release to all encatch users. No configuration needed.
Private Insights
Feedback Studio · On-device AI
No data leaves your device
On-device LLM processes your data entirely in-browser. No API calls. No server. No logs.
Q4 Critical Signal Summary
3 recurring themes identified across 847 responses. Performance degradation at checkout mentioned by 34% of 1-star respondents. Onboarding confusion highest among mobile…
What's included
Everything you need to talk to your data
Feedback Studio is designed for product managers who want answers, not dashboards.
DuckDB in-browser
Full SQL queries run locally via WebAssembly. Raw data never leaves the browser tab.
Natural language queries
Ask questions in plain English. AI translates to SQL, runs it locally, and summarises the result.
Dynamic HTML reports
Charts and summaries build up as you chat. Save or print the final report as a self-contained HTML file.
On-device LLM
Private Insights runs entirely on-device — no network requests, no server logs, no retention.
Any data source
Upload CSV or JSON exports from any feedback platform. No proprietary format required.
Aggregated, not raw
Only aggregated query results are sent to the AI for summarisation. Row-level data is never transmitted.
Board-ready exports
Clean HTML output with charts, summaries, and context — ready for presentations or further editing.
AI-generated SQL
The AI writes and validates SQL queries against your schema before executing them locally.
Your data. Your device. Your answers.
No dashboards to configure. No data pipeline to set up. Just upload, ask, and generate a report your team can act on.