Most
AI
never
reaches
the
work.
We
embed
until
it
does.
A founder-led, forward-deployed AI lab. We embed a senior team of builders and researchers into your environment and ship frontier AI into production — in weeks, not quarters.
The model stopped being the bottleneck. The last mile is.
MIT's NANDA initiative found 95% of enterprise AI pilots produce no measurable impact — not because the models are weak, but because making them work inside one company's real data, workflows, and constraints is an engineering problem you can only solve from the inside.
We deploy upstream of your roadmap, not downstream of a contract. We build the system, operate it, and hand you the keys.
No decks. No rented hands. The thing that actually runs.
Last-Mile Diagnostic
A senior founder embeds, maps your highest-value workflow, and returns a working prototype against your real data. Not a slide. A v0.
Embedded Build Sprint
We deploy a senior team into your environment to design, build, and ship one production system end to end: evals, guardrails, monitoring, runbook.
Build · Operate · Transfer
We run it in production, then transfer the code, the tooling, and the capability to your team. You end up self-sufficient.
Frontier Retainer
A standing line into frontier-model fluency: migrations, new capabilities, eval maintenance. Systems that improve as the models improve.
The category is no longer a bet.
In May 2026, OpenAI launched a $4B+ deployment company, Anthropic stood up a $1.5B enterprise services firm with Blackstone and Goldman Sachs, and ServiceNow, Accenture, and EPAM each launched forward-deployed engineering programs.
The frontier labs decided how enterprise AI gets deployed. We bring that model to founders who can't wait for a 10,000-person firm to show up.
A bridge most teams can't build.
We're fluent in the frontier models you can't easily reach, and the Western users you're trying to win. For ambitious teams going global, we bring three things a local vendor can't: compliant frontier-model access, SF-grade product taste, and a real read on US and EU markets. We architect so your sensitive data stays onshore, and contract through Singapore.
Case 01
Case 02
Consultants hand you a recommendation and leave. We hand you a system and the keys.
Staff-aug rents you hands. We own the outcome.
A big firm sends juniors and a statement of work. We send the senior people who sold you.
A team of founders, builders, and researchers who embed and build alongside you.
Armin Tomas
Co-founderA career CTO with a decade of shipping production systems for international clients.
Leon Liu
Co-founderEx-founder; advised startups and the Fortune 500, Nike among them. Now doing AI research in San Francisco.