Demo Version
Consensus.ai
A survey system where respondents answer in natural language, anyone can propose question edits, and AI clustering generates structured insights from community responses.
Natural Language Responses
Respondents share thoughts in their own words, not constrained by multiple choice options.
Versioned Question Editing
Anyone can propose improvements to questions. Changes are tracked and can be reviewed.
AI-Powered Clustering
Machine learning groups similar responses and question edits into meaningful clusters.
LLM Summaries
AI generates concise summaries of what themes are emerging from community responses.
How It Works
From natural responses to AI-powered insights in four simple steps
1
Respond Naturally
Users answer questions in their own words
2
Propose Improvements
Suggest better questions or fork existing ones
3
AI Processing
Embeddings, clustering, and summarization run automatically
4
Community Insights
View AI-generated summaries and response clusters
Technology Stack
Built with modern web technologies and AI/ML tools
Frontend
Next.js + TypeScript
Tailwind + shadcn/ui
Backend
Convex (Realtime)
Python Workers
AI/ML
Sentence Transformers
OPTICS Clustering
LLM
OpenAI/Anthropic
Summarization