01Free · 3 minutes
Scan
the architecture.
Run the 3-minute scanner. I read your site, your intake, and your current tools. You get a ranked list of the 5 automations to build first, in sequence, with real cost math.
AI systems for $1–20M operators
Reclaim 40+ hours a month
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 in production: 300+
operators served: 30+
median run cost across live systems: $0.02
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
Data first.
Workflow second.
Interface last.
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
- +AI agents that handle the repetitive decisions your team hates
- +Automation pipelines you can see, debug, and fork
- +Internal dashboards that replace 4 SaaS subscriptions
What I skip
- −Retainers that pay for access instead of output
- −Black-box agency platforms you rent forever
- −Marketing funnels rebranded as AI automation
- −Strategy decks without a single working prototype
- −Lock-in systems where I hold the keys
Protocol
Three steps.
No mystery.
Every engagement follows this. No proposals with blank pricing, no chase emails.
Scan
0230 minutes · Free
Sequence
the build.
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.
031-6 weeks · Fixed fee
Ship
the system.
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
Shipped,
not slide-warded.
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
Teardowns and
operator math.
Depth Charge
Apr 25, 2026
Why Cold Email Stops Working at 50 Inboxes (And What to Do Instead)
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
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 just makes the leak bigger.
Read the note →
Next step
Fix the architecture
before adding tools.
A 3-minute scanner reads your site, takes 5 intake answers, and returns a ranked plan with build cost tiers, hours saved, and payback months. Free. No call required.