Enterprises adopting AI
Support, operations, and knowledge workflows. We pick the process that pays back first, prove it metered, then expand across the org.
Services
Three practices. One outcome: AI live in your operation.
We work with founders and finance leaders when the next AI decision is expensive to reverse — a deployment, a renewal, or spend nobody can explain.
01
Agent Deployments
A live deployment your team operates and your auditors can follow.
What the work includes
- Workflow selection: the one process that pays back first
- Eval harnesses and failure-mode drills before production
- Connectors to your tools, databases, and applications
- Human-in-the-loop gates where the stakes demand them
What you leave with
A production deployment, the evals that guard it, and owners trained to run it.
02
Code Modernization
Modernized code your engineers own, delivered faster than a rewrite project.
What the work includes
- Legacy mapping: what to modernize, what to leave alone
- AI-assisted workflows embedded with your engineers
- Review and test discipline so generated code stays trustworthy
- Handover with standards your next hire can follow
What you leave with
Modernized slices in production, a repeatable modernization playbook, and engineers who run it.
03
FinOps & Governance
AI spend nobody has to explain in a board meeting, and margins that hold as usage grows.
What the work includes
- Usage metering: who spent what, on which workflow, for which customer
- $200/seat vs. API arbitrage modeled on your workloads
- Budget caps, alerts, and rollback paths for runaway usage
- A quarterly cost readout cadence finance actually attends
What you leave with
A governed cost base, named budget owners, and numbers agreed up front.
Where it shows up
The same discipline, three different constraints.
AI startups
You build on Claude and sell by the seat or the call. We help you meter inference, price the usage curve, and keep margins while you grow.
Finance & fintech
Ledgers, reconciliations, and regulated money paths. A decade in audit and tax plus years shipping production systems — controls designed in, not reviewed later.
Start with the constraint, not a capability deck.
Tell us what you are trying to change. We will tell you honestly whether we are the right team — usually within one business day.