AI-enabled engineering consulting
AI adoption is an engineering problem.
Treat it like one.
Caxinath Labs is an AI-enabled engineering consulting practice. It builds playbooks, services, and tools that put AI to work inside real engineering processes: requirements, verification and test planning, and the documentation that carries a hardware program through its gates.
Your team already uses AI. It doesn't have a process yet. That gap is where drafting speed leaks away and intellectual property leaks out, and closing it is engineering work, not policy work.
Everything here comes from one corpus of working methods. Packaged, those methods are the playbooks. Applied to your organization, they are the audit and the operating manual.
Playbook 0 is free
The IP-safe method is the discipline underneath everything else in the line: how to get standards-grounded drafts out of a cloud AI model without exposing anything about your product, and how to check the output the way a reviewer would.
Six steps, three formal gates, five prompts printed in full, and one complete worked run, including the part where the model got it wrong and the method caught it. You will run one full pass the same afternoon with a chat assistant you already have.
It costs an email address.
52 playbooks across 11 engineering categories, plus the free Playbook 0. Each one is a working method you can run the same afternoon, not commentary.
engineering categories
in the playbook line
playbooks
in the year-1 line
sources
behind the research base
weeks
fixed-fee audit, async
Engineering AI workflow audit
Two weeks, almost fully async. Where AI actually fits your engineering workflows, and where it should not go.
| Format | Async, two weeks |
|---|---|
| Fee | Fixed fee |
| Output | Findings report and prioritized workflow map |
AI operating manual
The done-for-you follow-on. Your team's own AI SOPs, guidelines, and prompt library, written from the audit findings.
| Format | Written, async, same rhythm as the audit |
|---|---|
| Fee | Fixed fee |
| Output | The manual, written for your workflows |
Run by Ryan Caxinath.
Ryan is a senior technical program manager who has spent his career bridging program management and engineering in safety-critical hardware, from EV batteries to aircraft. The practice ships the methods he uses.
Start with Playbook 0.
It costs an email.