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Case studies

The work, and the numbers it produced.

Two pieces of work, in detail. Every number on these pages traces to a source, and anything that could not be sourced was cut rather than estimated. One is work I did as an employee, and one is the operation I run my own business on today. Neither is a client engagement, and the pages say so.

Engineering leadership

Five years inside a vertical SaaS platform

Uptime 98% to 99.95%, deploys from four hours to fifteen minutes, revenue from about $800K to about $6M. Five years as CTO.

A vertical SaaS platform serving about 2,200 auto repair shops

98% to 99.95%
Platform uptime
4 hrs to 15 min
Deployment time
~$800K to ~$6M
Company revenue over the same period
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AI operations

34 agents, and what broke

I run my own business on 34 AI agents and 56 automation workflows. One of them exhausted my account in a day. Here is the design that came out of it.

System Prompt AI, his own business

34
AI agents, each with one job
56
Automation workflows built
11
Of them currently switched on
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Every claim on these pages has a source, and the sources are kept. If something here matters to a decision you are making, ask and I will show you where the number came from.

The sample

Want to see what you actually get back?

The free written review is a real document. There is a real one published here, written about a real company from public evidence and anonymized, so you can read it before you decide whether to ask for yours.

Read the sample review
The only next step

Start with a free written review of your engineering and AI setup.

One month’s plan, done once, for free. What I would fix first, what I would leave alone, and where AI would actually save money. Yours to keep whether or not we work together.

Request the free written review