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GAT.
Fractional AI leadership

Your AI Program Owner.

Someone has to own the AI program. That is the job I do. Ex-eBay Technical Program Manager, now shipping production AI as the founder of baxie.

Book 30 minutes with Edwin

Start with the AI Program Diagnostic: the plan, not the build. $2,500, credited in full if you build. Next opening October 6.

Edwin Guzman, founder of Guzman Applied Technologies
Edwin Guzman · Founder, GAT
  • Strategy & roadmap
  • Program ownership
  • Execution & impact
  • Teams & adoption
01 · Ninety days out

Where the fullengagement lands.

The diagnostic gets you the plan in two weeks. The build gets you the rest. Ninety days after kickoff, you have four things you can point at:

  • One workflow rebuilt and running in production. In the stack your team already uses, with a before and after number: hours, days, or dollars.
  • A named owner on every line of AI work. Nothing in the portfolio belongs to "the team" anymore.
  • Your people running it without me. They read the evals, they catch the failures, they scope the next one.
  • An answer for the leadership meeting. Which AI work is funded, which is dead, and what the shipped work returned, measured against where you started.

That is the whole job. Someone owns the program, the first system ships, your team takes it.

02 · The problem

Not stalling onthe technology.

You have tried a few things. Something demoed well. Very little of it is doing real work.

AI programs fail the way engineering programs fail, and the failure has nothing to do with the models. The work itself takes minutes. The process around it takes weeks, and almost all of that time is waiting on handoffs nobody is tracking.

  1. No owner

    AI is everyone's priority and nobody's job. When a workflow produces a bad result, the answer is "the AI did it," and that answer does not survive a board meeting.

  2. AI on a broken process

    A model gets dropped onto the workflow as it is. The step it touches gets faster. The four handoffs around it stay, so the elapsed time barely moves.

  3. No baseline

    Nobody wrote down the old number before the pilot started. Six months later nobody can say whether it worked, so it never gets funded or killed.

That is a program problem. It gets solved by someone who has run programs, not by buying another tool.

03 · How it works

Three steps.In this order.

GAT.
Step
01
$2,5002 weeks
The plan only

AI Program Diagnostic

I map the workflows your AI work touches, from your system data and interviews with the people who run them. You get a 90-day plan ranked by the handoffs each line removes, with an owner, a baseline, and a build type on every line. See what the plan looks like.

GAT.
Step
02
From $15kPriced per
workflow

Production build

The first lines of the plan, shipped into the stack your team already runs. No migrations. Agents start by recommending and earn more autonomy only when the evals prove it. Every build is measured against the baseline in the plan, so your CFO sees what it returned.

GAT.
Step
03
HandoffOr keep me
on monthly

Your team takes it

Training so your people run the systems, read the evals, and spot the next opportunity without me. The engagement is done when your team can take it, not when the code ships. If you want me to stay, there are two monthly options: keep it running, or keep building.

Before you askBuilds are priced per workflow shipped, not per hour: from $7,500 a workflow, two-workflow minimum. After the build, System Continuity keeps it running at 2 to 3 days a month, and the Fractional retainer keeps building from $12,000 a month for one day a week, up to three days. 14-day mutual exit from day one on every retainer.

04 · The offer

The plan first.$2,500. Two weeks.

Every engagement starts with the AI Program Diagnostic. $2,500 buys the plan. It does not build anything. Day 1 is a 60-minute kickoff. Days 2 through 9 I map your AI work. Day 10 you get the readout. Paid before kickoff, so there is no scoping back and forth and no change orders.

  • 01
    The workflow map. The workflows your AI work touches, with owners, handoffs, hands-on time against elapsed time, and what breaks downstream when one piece moves. Built from your system data and interviews with the people who do the work.
  • 02
    The 90-day sequence. Ranked by the handoffs each line removes. Every line carries a named owner, a measured baseline, and a build type: plain code, an agent, or human review. One line is a quick win your team can ship before any build starts.
  • 03
    The kill list. The pilots and tools worth stopping, each with the reason: no baseline, blocked upstream, or not enough history for an agent to learn from.
  • 04
    The readout. Sixty minutes with you and whoever else has to sign off, so the plan survives the room it has to pass through.
  • Plus
    Full credit toward the build. Move to the build or the retainer within 30 days of the readout and the whole $2,500 comes off it. If you build, the plan cost you nothing.

$2,500 flat. Credited in full.

What the $2,500 pays for: eight working days of my time, interviews with the people who run each workflow, and the numbers pulled from your own systems. On the retainer, eight days bills at over $20,000. What it protects: a two-workflow build is $15,000, and the plan makes sure that money goes to the right two.

Not included

Building, integrating, or training. That is step 2, the production build, priced per workflow from $7,500 with a two-workflow minimum. The price is fixed in writing at the readout. You see the plan before you decide whether to build any of it, and the plan is yours to take anywhere.

05 · The plan

What day 10looks like.

Four lines from a 90-day sequence for an 80-person services firm. Illustrative, not a client. A real plan runs 10 to 20 lines, and every line carries the same columns. Those columns are what the guarantee checks.

14 lines 1 quick win 3 killed 9 handoffs removed
#WorkflowOwnerBaseline todayBuild typeHandoffs removed
01 Weekly pipeline report Quick win Sales ops lead 3 hrs a week, pulled by hand from the CRM Plain code 1
02 Invoice to purchase order match AP manager 20 min of work, 6 days elapsed, 4 handoffs Agent, human approves 3
03 New client intake to kickoff Director of operations 11 days elapsed, 5 handoffs across 3 teams Code plus agent 3
× Website chatbot pilot Kill Marketing lead 40 chats a month, none tracked to a sale Stop it 0

Build types: plain code when a rule does the job, an agent when it takes judgment, human review when a mistake costs more than the time saved. Most lines turn out to be mostly code.

06 · The operator

Where the disciplinecomes from.

  • Program layer, not a workstream
  • Ships production AI today
  • Hands it to your team

Ex-eBay TPM.
Founder of baxie.
Built for operators.

Technical Program Manager at eBay, reporting to a VP of Engineering. My peers were directors and engineering managers. My day job was getting roughly a dozen teams across Core Product and Core Technology to agree on trade-offs.

Owners, handoffs, risk, downstream impact. It is the same map an AI portfolio needs. Strategy firms draw it and cannot ship against it. Automation shops ship without drawing it. I do both.

  • I own the program, not a workstream in it. Dependencies, sequencing, vendor decisions, and the trade-off calls nobody wants to make.
  • I ship production AI today. Founder of baxie, in beta. Vision extraction on architectural plans behind a review gate enforced in code, and a public write-up of what it cannot do yet.
  • Not an advisor. Not an automation shop. I own the outcome and hand it to your team.
07 · Why GAT

GAT, nota new hire.

The hire

  • Nine weeks to find, six months to ramp.
  • Most candidates have run a pilot, not a program.
  • Strategy person and delivery person are two salaries.
  • Permanent headcount, equity, and a seat to fill.

GAT →

  • Senior leadership in week one. I embed and start setting direction.
  • Strategy and delivery, same person. Whoever maps the dependencies ships against them.
  • No permanent headcount. You keep the capability, not the salary.
  • Program execution at real scale. eBay-sized programs, pointed at your AI portfolio.

What "fractional" means here: I do the work a full-time AI leader would do, at the fraction of time the work actually needs. Without the seat, the equity, or the 9-week search.

Not ready to talk

Score yourAI program.

Twelve questions, about four minutes. You get the scored breakdown by email: where your program is exposed, which dependency is blocking the rest, and what to fix first. No call required.

Take the scorecard
  • 12Questions
  • 4Minutes
  • 1Scored breakdown, emailed
08 · FAQ

Questions.

How is this different from an agency or hiring in-house?

An agency hands you a tool and leaves the program unowned. A hire takes nine weeks to find and six months to ramp. I own the program from week one, ship the systems, train your team, and hand it off.

Do you just advise, or do you build?

I build. The plan exists so the build lands. The two are sold separately: the diagnostic is the plan, $2,500 flat. The build is scoped and priced in writing at the readout, and you decide after you have seen the plan.

How fast until something is live?

The plan lands on day 10, and its quick win is something your team can ship that week. The first production build ships inside 90 days of kickoff.

Other firms give AI audits away. Why pay for a plan?

A free audit usually runs on a survey and five or six interviews. A paid plan goes wider: I interview the people who run each workflow and pull the numbers from your systems. That depth is what earns the right to price the build, line by line. Every line carries an owner, a baseline, and a build type or you get the fee back, and if you build within 30 days the full $2,500 comes off. If you want a list of ideas, take the free audit. If you want a plan I'll put a refund behind, that is what $2,500 buys.

What size company do you work with?

Typically 20 to 200 people. The size matters less than the situation: you own the AI decision, you have tried at least one use case, and nobody is running the program. The same situation shows up in professional services, distribution, healthcare software, and single-family offices. Program discipline travels across industries.

Where does our data live?

On your stack, under your controls. The shared knowledge base is the layer your team and your AI both read from. It is not a place your data leaves, and it is not a product I resell you.

What does it cost?

The AI Program Diagnostic is $2,500 flat, paid before kickoff, and credited in full if you build within 30 days. Builds are priced per workflow shipped, from $7,500 a workflow with a two-workflow minimum. The Fractional retainer starts at $12,000 a month for one day a week. I do not bill hourly and I do not take vendor referral fees, so the number does not move once it is written.

GAT.

Tell me what is stuck. I'll tell you if I can fix it.

30 minVirtual call

If there is a fit, I will scope it. If there is not, you leave with a sharper read on your next move.

Book 30 minutes with Edwin

Not ready to talk? Score your AI program first. Twelve questions, about four minutes, scored breakdown by email.