OUR MANIFESTO
We believe AI should be accountable to business outcomes, not benchmark leaderboards.
We believe the most dangerous AI system is one that works in a demo and fails in production.
We believe the best AI consultant tells you when AI is not the answer.
We build minds that compound in value, not systems that require replacing every eighteen months.
THE STORY SO FAR
We started because the problem was obvious and no one was solving it right.
AI is everywhere. Working AI is rare.
We kept watching enterprises spend six figures on AI pilots that shipped to a Notion doc. The gap wasn't ambition — it was execution. Nobody was building alongside the client, in the weeds, where production actually lives.
We started with one client and one rule.
OaklineCrest was founded with a single constraint: no engagement ships without a measurable outcome agreed upfront. Our first client gave us 60 days to prove a RAG system could replace three manual review processes. We delivered in 44.
Small team. Serious work. No fluff.
We are still early. A tight crew of engineers and researchers who've shipped production AI at Google, Anthropic, and DeepMind — now doing it independently, with full ownership of every decision. We take on few clients so we can go deep on each one.
We're building toward something specific.
The plan is not to become a 500-person consultancy. It's to become the firm that a small number of companies trust completely — where "we should call OaklineCrest" is the first thing said in the room when AI is on the table.
HOW WE THINK
Our Operating Principles
Precision Over Volume
We limit ourselves to a small number of active engagements at any time. Every client gets a named partner, not an account manager. Quality is not a department — it is a headcount constraint.
Skin in the Game
We structure agreements with a performance-linked component tied to measurable business outcomes. When your AI succeeds, we share in that success.
Radical Transparency
Every model decision, every architecture trade-off, every cost consideration is documented and explained in plain English. No black boxes — including our own.
Research-Grade Rigor
We evaluate every vendor claim against academic benchmarks. We read the papers, run our own ablations, and push back on hype. Your AI systems are built on evidence, not marketing.
AS SEEN IN
Want to build with us?
We are selective about the work we take on. If your problem is genuinely hard, we want to hear it.