Discovery & scoping
We map the workflow, name the owner and the metric, and define what "working" means before anything is built. Fixed scope, fixed price.
Your business shouldn’t
take the shape
of
the software.
AI changed the economics of custom. Unvessel embeds forward-deployed engineers with your team and delivers systems built for your workflow — from pilot to production, on outcome-based contracts.
Start a conversationWhat we do
One offering: outcome-based AI delivery. Every engagement runs the same arc.
Build to a working system
A forward-deployed engineer embeds with your team and ships a system operating on your real data, in your real environment.
Production & handover
Hardening, integration into the daily workflow, and enabling your team so the system survives after we leave.
Outcomes, not billable hours.
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Scoped discovery first
Every engagement starts with a scoped discovery. We don't sell open-ended retainers.
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An owner, a metric, a workflow
Every use case gets all three before we build anything. If one is missing, that's the first deliverable.
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Milestone-based pricing
You pay for outcomes reached, not hours logged.
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Small senior teams
We'd rather decline an engagement than staff it thin.
Our invoices never look like timesheets.
Why Unvessel
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Senior, hands-on
Senior engineering experience from US frontier tech companies, applied hands-on — the people who scope the work are the people who build it.
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Firm-level accountability
You contract with Unvessel for outcomes, and Unvessel carries the engagement — one counterparty, end to end.
About
Unvessel AI is an applied AI firm based in California, founded 2026, focused on forward-deployed AI delivery.
The name comes from the Confucian aphorism 君子不器 — "the accomplished person is not a vessel," not confined to one fixed function. We named the company after the refusal to be a container, and we build software the same way: no fixed shape, no forced fit.
Colin
Founder of Unvessel AI. Ten years building production data and ML systems at consumer scale — as engineer, tech lead, and engineering manager.
Start a conversation
Tell us what you're trying to ship. We'll reply with how we'd scope it — or tell you honestly if we're not the right firm.
info@unvessel.ai