RAG pipelines, AI agents, semantic search, and intelligent automation — deployed reliably with evals and fallbacks.
What's included
Overview
Most AI demos look impressive for five minutes then fall apart in production. The gap between a compelling prototype and a reliable product is evals, latency management, fallback handling, context window strategy, and prompt engineering discipline. We've shipped AI products to real users and we know where the sharp edges are.
What's included
What we deliver
Embed your documents, knowledge base, or product data into a vector store. Retrieve relevant context at query time so the model answers with your information.
Agents that can call your APIs, query databases, run code, and orchestrate multi-step tasks. Built with function calling, structured tool definitions, or LangChain orchestration for complex multi-step pipelines.
Automated evaluation pipelines that catch regressions before they reach users. Response quality tracked over time, not just at launch.
Caching strategies, model routing (GPT-4o-mini for cheap tasks, Claude for reasoning), and streaming to keep costs predictable and UX snappy.
How we work
We assess your data, use case, and requirements honestly. Not every problem needs an LLM — we'll tell you if a simpler approach is better.
A working prototype in a week, plus an eval set that measures the things that matter for your specific use case.
Rate limiting, fallbacks, streaming, logging, and the operational plumbing that turns a prototype into something you'd stake your product on.
Dashboards for cost, latency, and response quality. Monthly eval runs to catch drift. Ongoing prompt iteration based on real user sessions.
Who it's for
A smart search, a copilot, a document summariser — an AI feature that earns its place in your product rather than being added for the press release.
Customer support triage, document review, data extraction from unstructured inputs — AI that handles the repetitive cognitive work so your team doesn't have to.
You're building something where AI is the product, not a feature. We help you choose the right architecture and avoid the reliability pitfalls.
Start a Project
Tell us what you're building and we'll scope it, plan it, and ship it — fast.
