gpt-4o for reasoning, haiku for retrieval scoring.42 chunks from vector://leads-corpus. Top similarity 0.91. Reranked to top 8.1,847 tok emitted.We scope honestly, ship cleanly, and stay for the long run. Most partnerships outlast the first project by years.
A signed scope with what's in, what's out, who does what, what it costs, and how long it takes. So nothing about the work is a surprise.
The engineers you meet on day one are the same ones writing your code on day 800. We bet on long partnerships, which means the same people on your project the whole way through.
We use RAG, agents, evals, and observability when they earn their place in the product. On the first call, we'll talk through whether AI is the right fit for what you're building, or whether something simpler will get you there faster.
Six or seven years isn't unusual. The work has to earn the next month, every month, and you should be free to leave if it doesn't.
Sometimes that means "build less," or "don't build this at all." When that's the call, we'll say so. And we'll walk through why.
We have shipped production AI and software across regulated, high-stakes industries. The list below is just where we have done the most work.
Clinical workspaces, lab integrations, wearables, HIPAA-compliant SaaS.
Contract review, IP search, prior art analysis, eDiscovery workflows.
Revenue ops, billing systems, reconciliation, fraud detection.
Title automation, property data, e-signature, transaction platforms.
Case management, citizen services, FedRAMP-aligned platforms.
Agentic workflows, lead enrichment, internal dashboards, custom tooling.
Don't see yours? We have shipped across 20+ verticals. Tell us what you're building.
Step-by-step traces, retrievals, tool calls, eval scores, per-run cost. The kind of AI we run ourselves and ship for clients across legal, fintech, and operations teams.
gpt-4o for reasoning, haiku for retrieval scoring.42 chunks from vector://leads-corpus. Top similarity 0.91. Reranked to top 8.1,847 tok emitted.Web apps, SaaS platforms, internal tools. From MVP to multi-tenant scale.
Security wired into the pipeline. SOC 2, HIPAA, FedRAMP evidence collected automatically.
AWS, GCP, Azure as code. Cost guardrails, reliability that does not need a dashboard.
Research, design system, components. A clean handoff your team owns on day one.
We built Biocanic from scratch in 2018 and still ship for them today. Lab data, wearables, and patient records, unified into a single workspace 1,000+ practitioners use every day.
From the first call to launch, you'll know what's next, what it costs, and who's doing it. No surprises along the way.
You talk, we listen. By the end you'll know if it's a fit and what the next step looks like.
What's in, what's out, who does what, what it costs, how long it takes. Signed before any work starts.
Our engineers embed with yours. Daily standups, weekly demos, real staging on day one.
Most clients stay six or seven years. Same team, same standards, every time you check in.
No deck, no commitment. Just 30 minutes with the engineers who'd be on your project.