We don't sell models. We ship outcomes that compound.
A model is a commodity. A working agent inside one high-value workflow — measured, monitored, and audited in production — is not. We are a vertical implementation studio. We take a single workflow from idea to production, prove the ROI, then expand from there.
Most enterprise AI never leaves the demo.
The hard part was never the prototype. It's the last mile — the evals, the drift, the audit trail, the human in the loop. That last mile is the entire business, and it's where almost everyone stalls.
The 12% who ship don't have better models. They have better discipline about production.
How we think about shipping AI.
Four commitments shape every engagement. They are the difference between a clever demo and a system your operators trust on a Monday morning.
Vertical, not horizontal
We go deep into one workflow in one industry instead of selling a generic copilot to everyone. Depth is what makes an agent reliable enough to trust with money, compliance, or patient data.
Production-first
Evals on day one. Drift monitoring, audit trails, and human-in-the-loop tooling before launch — not bolted on after.
- Evals. graded against ground truth
- Drift. watched continuously
- Audit. every action logged
- HITL. escalation by design
Outcome-aligned pricing
Where the metric is unambiguous, we price to it. When you win, we win. We don't get paid to run a pilot forever.
We eat what we cook
We've shipped 9 of our own AI products to real users. We know what breaks in production because it has broken on us.
One workflow. Twelve weeks. In production.
Find the workflow.
We pick one workflow and measure everything. The baseline comes before the model.
Build the spine.
The agent runs end-to-end on your real data. Every change is scored against ground truth.
Beside your team.
It works beside your people, decision for decision, until it earns their trust. Every step audited.
Go live.
Production, with a measured target and drift monitoring. Then the next workflow.
One workflow. Twelve weeks. In production.
Find the workflow · weeks 1–2
We pick one workflow and measure everything. The baseline comes before the model.
Build the spine · weeks 3–4
The agent runs end-to-end on your real data. Every change is scored against ground truth.
Beside your team · weeks 5–10
It works beside your people, decision for decision, until it earns their trust. Every step audited.
Go live · weeks 11–12
Production, with a measured target and drift monitoring. Then the next workflow.
Our guarantees, in writing.
Three promises. Every contract.
Finds value, or it’s free.
If the Readiness Map doesn’t surface a workflow worth $200K a year (SMB) or $500K (mid-market and up), you don’t pay.
We hit the target, or keep working.
Miss the ROI target we set together and we keep working at no additional fee until it hits.
Capped, in writing.
Every value share carries a written annual cap, agreed before you sign. SMB plans cancel anytime.
Built for regulated, document-heavy work.
The method earns its keep where mistakes are expensive and every decision needs a paper trail. A few of the workflows we ship most often:
Underwriting triage
Read submissions, score risk, and route the clear cases — with every rationale logged for audit.
Learn moreClaims adjudication
Extract, validate, and flag claims for review, cutting cycle time without losing the human sign-off.
Learn morePrior authorization
Assemble the packet, check policy, and draft the determination with a full citation trail.
Learn moreContract review
Surface off-standard clauses against your playbook and route exceptions to counsel.
Learn more
Find the one workflow worth shipping.
Start with an AI Readiness Map. In two weeks we score your data, process, and integration readiness and hand you a board-ready brief naming the workflow to build first. If it doesn't surface one worth $500K a year, we refund it.