AI strategy & architecture
We map the terrain before we build. Where AI actually moves the needle for your business, where it doesn't, and the shortest path from your current stack to a system you can own.

We're a small applied-AI firm. We come into your business and build the automations and AI that actually move the needle. Real systems running in production, not a six-month pilot that goes nowhere.
Four practices, one team. Each engagement pulls from what the problem actually needs — not a pre-baked package.
We map the terrain before we build. Where AI actually moves the needle for your business, where it doesn't, and the shortest path from your current stack to a system you can own.
Retrieval, agents, evals, and the unglamorous glue in between. Production-grade LLM features tuned to your domain — with guardrails, observability, and cost in mind from day one.
Replace the spreadsheet. Replace the handoff. We build internal agents that integrate with your tools, respect your permissions, and leave a clean audit trail.
When an API isn't enough — fine-tuning, embedding pipelines, vector search, and bespoke models. Versioned, reproducible, and handed off with runbooks your team can read.
Two weeks, fixed scope. We pressure-test the problem, your data, and your assumptions — then commit to a concrete deliverable.
Short iterations, real users. We work in your codebase, on your infra, with your team in the loop. Every week ends with something demoable.
You own it. Documentation, runbooks, evals, and dashboards — not a black box we have to babysit.
Intro calls are 30 minutes, free, and useful even if we never work together. Bring the problem — we'll be honest about whether we're the right team.