3 Production AI Agents
- Invoices · ledgers
- Chunk + NER
- ChromaDB
- LLaMA
- FastAPI
−70% reconciliation time · 1,000+ docs/month
- CV + JD
- Sentence embeddings
- Cosine match
- Bias-aware LLM ranker
- Shortlist
−65% screening time · 300+ applications/cycle
- Employee query
- RAG over policies
- Tools: leave, onboarding
- Confidence gate
- Human escalation
−50% HR response time
Problem SMEs drowning in documents, CVs and HR tickets. Approach RAG agents with NER, embeddings and tool use, shipped with Docker + FastAPI. Result 500+ users across client organisations.