For Startups
From prototype to a product you can measure
Problems
Problems we focus on
Demos that don't survive real data
A prototype that works on hand-picked examples fails on the long tail.
Unmeasured quality
Without an evaluation suite, every prompt or model change is a gamble.
Agents that are hard to debug
Agentic designs add failure modes; many problems are better solved with simpler workflows.
Services
Relevant services
Time-boxed builds that answer one question — is this feasible, and how well does it work on your data?
LLM application development
PlannedProduction LLM features and applications — from API integration and prompt design to structured outputs, testing and deployment.
AI agent engineering
PlannedDesign and build of tool-using agents with explicit control flow, scoped permissions, evaluation and observability from day one.
RAG & knowledge systems
PlannedRetrieval-augmented systems over your documents and data, measured on retrieval quality and answer faithfulness — not demos.
Evidence
Evidence you can check
Solutions