AI systems for $1–20M operators
on systems you actually own.
I build AI systems for mid-market operators. Typically clawing back 40+ hours a month on work your team quietly hates doing. You don't have a tool problem. You have an architecture problem, and every month of duct tape compounds the drain.
Systems shipped
300+
Agents, dashboards, pipelines, integrations, internal tools.
Operators served
30+
Recruiting, media, marketing, finance, logistics.
Avg delivery
<6wk
Fixed fee, milestone-based. Most builds ship in 4–6 weeks.
Lock-in fees
0
You own the code, the prompts, the keys. Fire me anytime.
Verified track record
Every engagement independently reviewed and rated.
28
Client engagements
100%
Satisfaction score
19
Five-star reviews
Independently verified via Upwork Top Rated Plus · 100% Job Success Score.
Full audit trail →The thesis
Most operators think the problem is tool selection. It isn't.
You don't have a tool problem. You have an architecture problem.
The operators I work with aren't buying the wrong software. They're buying the right software for the wrong sequence. Adding another tool to a broken architecture just makes the leak bigger.
Philosophy
Most broken systems fail in the wrong order. I sequence builds so each layer earns the next. If the data layer isn't trustworthy, nothing built on top of it will be either.
What I build
What I skip
Protocol
Every engagement follows this. No proposals with blank pricing, no chase emails.
Run the 90-second AI Operations X-Ray. I read your site, your intake, and your current stack. You get a ranked list of the 5 automations to build first, in sequence, with dollar math, ship timelines, and prep work.
On a 30-minute call we pick the first system, scope it to a Light, Medium, or Heavy tier, and price it against the hours it will claw back every month. No retainer ask.
I build it. You own the code, the prompts, the database, the API keys. If you fire me tomorrow, everything keeps running. That's the deal.
Recent builds
Recruiting · $500K-$2M
→BD and sourcing engine that surfaces 2,073 qualified leads per LinkedIn influencer cycle at roughly $0.08 per qualified lead.
Sports / Media · Pre-seed
→12 CMS block types, live preview, ticketed streaming, and a cinematic public site shipped before the spring signing window.
Marketing / Agency · $2M-$10M
→2,792 nurture contacts migrated, 150+ email variants deployed, 33K per day outbound capacity, ongoing retainer.
Field notes
Depth Charge
Apr 25, 2026
Scaling cold email volume past the low hundreds per day looks like a tooling upgrade. It's actually a deliverability architecture problem and the usual fix makes it worse.
Read the note →
Belief Shift
Apr 18, 2026
The operators I work with aren't buying the wrong software. They're buying the right software for the wrong sequence. Adding another tool just makes the leak bigger.
Read the note →
Next step
before adding tools.
The AI Operations X-Ray reads your site in 90 seconds, takes 3 intake answers, and returns a ranked plan with build cost tiers, hours saved, and ship timelines. Free. No call required.
