AI Features

Lumifeed uses Claude (Anthropic's AI model) and semantic search (pgvector) to automatically analyze every piece of feedback and let you query your entire feedback corpus in plain English.

Features

• Automatic analysis — sentiment, category, priority, tags, deduplication
• Ask your data — natural language Q&A over all feedback

How the pipeline works

Feedback submitted
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Voyage AI generates text embedding (1024 dimensions)
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pgvector finds semantically similar feedback
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Claude analyzes: sentiment · category · priority · summary · tags
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Results stored in ai_analysis table
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Dashboard updates in real-time

Privacy

• Feedback messages are sent to Anthropic's API for analysis
• Embeddings are generated by Voyage AI
• No feedback data is used to train AI models (API usage)
• You can opt out of AI analysis per project in Project Settings → AI