Your AI-native operations team — without the in-house engineering team.

Custom AI for your operations — built, run, and owned by a dedicated specialist who's as invested in your results as you are

We model your operations as a semantic model. We build custom AI on it using generative AI tools (Claude, Codex) — workflows fit to your business, not templates. An embedded engineer operates it for you and delivers monthly outcome reports.

How it works

Three phases. One accountable team.

01

Assessment

A paid diagnostic — not a sales call. Over 1–2 weeks we analyze your systems and deliver a four-section report: automation exposure, skills match, gap analysis, and recommended path forward.

Learn about the Assessment →
02

Custom Build

We model your operations as a semantic model and build AI workflows on top using generative AI tools (Claude, Codex). Your rules, your thresholds, your edge cases — not templates. 2–6 weeks to first outcome.

See how we build →
03

Operate

Your embedded engineer runs the platform, tunes the model, ships new outcomes, and delivers monthly outcome reports. You get verifiable results without the operational overhead of an in-house ops team.

See what operators do →

Your embedded engineer

Embedded engineering — without the in-house engineering team

Running AI in production isn't shipping a model. It's modeling your operations, building custom workflows on top, tuning thresholds, handling edge cases, and monthly proof it worked. Most teams don't have an embedded engineer to own that. We do — at a fraction of an in-house hire.

Run the Assessment

Run a structured analysis of the client's environment over 1–2 weeks and deliver a four-section report covering automation exposure, what's ready to activate, custom candidates, and recommended path forward.

Build custom AI on your semantic model

Build custom AI automation against your business rules using generative AI tools (Claude, Codex). Your operations become a semantic model the AI executes deterministically against — no hallucinations, full audit trail.

Monitor and tune

Review execution logs, adjust conditions as the client's operations evolve, and activate new skills from the catalog as they ship.

Deliver monthly outcome reports

Measure verified results against the agreed baseline and deliver a clear breakdown of outcomes produced each month.

Manage the engagement

Handle credential setup, integration changes, and tier transitions — so clients never need to maintain an internal automation team.

A fraction of an in-house engineer — with measurable outcomes attached

Without hiring, training, or maintaining an internal AI engineering team. Outcome-aligned: your embedded engineer earns more only when your business produces verifiable results above the baseline we set at the Assessment.

Want a number? That's what the Assessment is for. We'll cost out your specific stack against the alternative.

Design partner program

A limited number of spots available

We're working with select design partners — teams who get three months of Concierge engagement at no charge in exchange for a case study and testimonial. If your operations are a strong fit, mention it when you book your Assessment.

Apply via Assessment →