2025/AI · Productivity
Hours of manual work, turned into seconds.
Confidential — Internal AI Tool
Hours → secs
per-request time
Built a private AI tool that ingests company documents, answers questions in natural language, and drafts outputs — replacing a 6-step workflow that previously took hours per request. RAG pipeline with strict source-grounding so the tool can't make things up.
Outcomes
- ▹Per-request time: hours → seconds
- ▹RAG with strict source citations
- ▹Shipped end-to-end in 5 weeks
Stack
Next.jsOpenRouterVector DBRAG