— 01
RAG & Knowledge Systems
Retrieval-Augmented Generation pipelines that answer questions from your documents, databases and APIs — accurately, with citations, and without hallucinating policy that doesn't exist.
- Vector stores: Pinecone, Weaviate, pgvector
- Hybrid BM25 + semantic retrieval
- Evals harness before first demo
— 02
AI Agents & Automation
Multi-step agents that take actions: book meetings, file tickets, run analyses, send reports. Wired to your tools (Slack, Salesforce, Notion, your internal APIs) and supervised with human-in-the-loop approval flows.
- LangGraph, CrewAI, custom agent loops
- Tool use + function calling
- Human-in-the-loop approval gates
— 03
LLM Integration & Fine-tuning
Connect your product to OpenAI, Anthropic, Llama, Mistral or Gemini — with fallback chains, cost controls and prompt versioning. Fine-tune when base models aren't good enough for your domain.
- OpenAI, Anthropic, Gemini, Llama 3
- LoRA fine-tuning for domain language
- Prompt versioning + A/B testing
— 04
AI Copilots & Chat Interfaces
Support bots, internal assistants, sales copilots and document processors built with your brand voice, your data and guardrails that prevent the embarrassing outputs. Deployed as web, mobile or Slack app.
- Streaming UI with React / Next.js
- Guardrails: topic, tone, hallucination
- Analytics on every conversation
— 05
Computer Vision & NLP
Structured data extraction from PDFs, invoices, medical records and images. Object detection, OCR, classification and NER pipelines — custom-trained on your data, not generic off-the-shelf models.
- Document AI: invoices, contracts, forms
- OCR + entity recognition (spaCy, Donut)
- Custom CV models: YOLO, EfficientDet
— 06
MLOps & AI Infrastructure
Model serving, continuous retraining, drift detection and cost monitoring. Your AI doesn't degrade silently after launch — we wire observability from day one so you see it before your users do.
- Model serving: FastAPI, vLLM, Triton
- Drift detection + retraining pipelines
- LLM cost + latency dashboards