Survey & Feedback Analysis Agent
Analyzes institutional survey data to surface themes, sentiment, and actionable insights
This agent is live — try it right now on your own data.
Drop in a real survey export — CSV, Excel, or PDF — and get a thematic analysis with action items in under a minute. No signup. Anonymize student data before uploading.
Test the agent on your own survey
Drop a CSV, Excel, PDF, or text export. Analysis renders here on this page. The full report is downloadable as Word, Markdown, or JSON straight to your device when it finishes.
For the best experience, launch the demo in its own tab.
The inline preview below can show up blank if your browser blocks embedded apps (common in Safari, Brave, Firefox, and Chrome with tracking protection). Launching opens the full agent in a new tab where it always runs — if it’s been idle, it wakes in about 10 seconds.
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How you get your report
- 1. Upload your survey file in the panel.
- 2. Analysis renders in 30–60 seconds — themes, sentiment, action items, quotes.
- 3. Download as Word, Markdown, or JSON — saved directly to your device.
No account, no email needed for the demo. Production deployments deliver scheduled reports to email, Slack, or your BI tool.
Deploy this agent
Connect to Qualtrics / SurveyMonkey, run every term, longitudinal trends. Zero upfront cost — pay only for results.
Overview
The Survey & Feedback Analysis Agent processes open-ended survey responses across every institutional survey — student satisfaction, course evaluations, alumni outcomes, employer feedback, climate surveys — extracting themes, tracking sentiment over time, and connecting feedback to outcomes. Themes that previously required weeks of qualitative coding are surfaced in hours, with traceable sourcing back to original responses.
Integrations
Qualtrics, SurveyMonkey, EvaluationKIT, Watermark, Campus Labs, and any system that exports survey data.
Key Metrics Tracked
- Surveys analyzed per cycle
- Time from collection to insight
- Themes surfaced per survey
- Action items generated and tracked
What deployment actually looks like
What you see on this page is a demo. Sample data. The shape of the work.
Agents earn their keep when they orchestrate actions on your data. That is what we build.
We take your proprietary data and wire up the automations and AI agents that run alongside your team.
End-to-end automated, or collaborative. You stay in the loop on the actions that matter. The work happens privately, inside your systems.