AI agents & multi-agent systems
Goal-driven agents that plan, call tools, and hand off work. Multi-agent orchestration for workflows where one model isn't enough.
AI Solutions
AI that survives contact with production.
Lawbotic Labs designs and builds AI agents, retrieval-augmented assistants, and multimodal pipelines engineered for enterprise data, enterprise constraints, and real users.
Six things we ship for AI engagements.
Production RAG pipelines
Document ingestion, chunking, embedding, hybrid retrieval, and evaluation harnesses. Built for accuracy in regulated environments.
AI assistants & chatbots
Domain-specific assistants embedded into your product or internal tools, with guardrails, citations, and human-in-the-loop fallback.
Multimodal systems
Text, voice, and vision pipelines for enterprise workflows. Audio transcription, image understanding, structured extraction at scale.
LLM integration into existing apps
Add AI features to your existing stack without a rewrite. Streaming, function calling, fallbacks, observability included.
Evaluation & observability
Eval harnesses, prompt management, regression tracking, latency and cost dashboards. So you can ship AI changes with confidence.
Four steps. No dark periods.
Most AI projects fail in scoping and silently die in handover. We've built the engagement to make both unavoidable.
STEP 01
Discovery
Map the problem, the data, the constraints. Identify the single outcome that matters. We say no to projects we can't make a real dent in.
STEP 02
Spike
A small working slice in one to two weeks. Real model, real data, real users if possible. Value before scope.
STEP 03
Build
Production engineering: types, tests, evals, observability, rate limits, secrets. Weekly demos, real artifacts every Friday.
STEP 04
Handover
Documentation, runbooks, eval harnesses, and engineer training. Your team owns it. We stay on call as long as you need.
Picked for the outcome, not the resume.
We use what's known to work in production. Swapping providers is cheap when the eval harness is solid.
Models
Claude GPT-4o Gemini Llama Mistral
Frameworks
LangChain LangGraph LlamaIndex Vercel AI SDK Anthropic SDK
Vector
Pinecone pgvector Upstash Vector Weaviate
Runtime
Vercel AWS Lambda Cloudflare Workers Modal
Eval
Braintrust Langfuse Custom harnesses
Have a problem worth shipping a real system for?
Tell us what you're trying to build. We reply within 24 hours.