Stack
AI/RAG Chatbots
Private assistants that answer from documents, product data, or internal workflows with citations and guardrails.
Next.js / Vercel AI SDK / pgvector / Qdrant / OpenAI / OpenRouter
Outcomes
Chat that answers from controlled sources.
Document or internal data ingestion.
Citations, fallback, and boundaries to avoid out-of-context answers.
Deliverables
Working RAG flow with UI.
Retrieval and embeddings backend.
Security checklist for private data.
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