Make the AI you bought pay off

Most businesses bolt on AI. The sharp ones architect it.

Zambarch turns the AI you already pay for into time saved, money made, and better results.

The problem

56%

of CEOs said their company saw neither a revenue nor a cost benefit from AI in the past year.

PwC, 29th Global CEO Survey · n = 4,454

Owning the tools is not the same as running an operation.

What we do

How the work runs:

  1. 01

    Diagnose. Find out if it's paying off.

    A straight read on every AI tool you are paying for, and what each returns against its cost.

  2. 02

    Advise. Turn what the numbers say into direction.

    Strategy calls, macro and micro: your inputs and ours, run through the analytical structures we build, with a human making the final call.

  3. 03

    Improve. Make the owned tools perform.

    Tune the systems you already have so they return more than they do today.

  4. 04

    Sustain. Make the change hold.

    The hardest part is the human one. We stay with your people until the new way of working sticks.

Measurement is the front door, not the whole job.

The shift

From six tools to one operation.

Intake, engagement, research, drafting, billing, retention. Most firms let each one bolt on its own AI. We architect the six into one system that returns.

Architected: the same six, working as one.

Why Zambarch

Set up to make money on AI today, and three years from now.

Once the tools are in, the bill climbs, because every seat and every agent runs the top models. As models improve, the work built around them needs to be redone. And nobody is sure the output is right.

Less to run

Fewer tools, and less loaded into each task. A lean system is faster to run and simpler to fix.

Lower cost

The expensive model does only the work that needs it. Fewer tokens billed for the same result.

Output you can stand behind

Every stage writes to a plain file a person reviews before the next one runs. An error shows up where it was made, not in front of a client.

No refactoring tax

The architecture lives outside the model. When a better one ships, you switch to it and the work around it stays put.

Built once. Still paying off when the models change.

Judgment

AI will write the whole thing and sound certain doing it. Knowing where it's wrong is the work.

The offer

The AI Business Audit

A written assessment of where AI is earning its place inside your firm, where it is not, and what to change first. Recommendations specific enough to act on.

Not every answer is something to build. Part of what the audit returns is what to stop paying for, and what not to invest in.

Deciding what to adopt first rather than fixing what you bought? Same audit, run before you spend instead of after.

$1,000 to $2,500

Priced on the size of the operation and how much of it is in scope.

If the audit finds unused seats worth a few hundred dollars a month, it has paid for itself inside the year, before anything improves.

What follows

Most of these point at something worth building. When yours does, we size that project together and quote it against your goals. One workflow rebuilt, or the whole operation restructured. The audit tells you what is needed before committing to anything.

Start

Find out what your AI actually returns.

A free 20 minute call. Bring the invoices, or a list of what the firm pays for AI today. You read it to me, along with what this year needs to get done. I tell you what I can see from outside, then what the audit would cover in your firm and what it would cost. You decide from there.

Send a note and I will be in touch within 48 hours.

Or email directly: [email protected]

The founder

I spent a career learning that a confident number can still be wrong. Numbers earn trust or they don't. AI doesn't get a lower bar.

Lee “BLT” Thomas · Founder · Sandy Hook, CT

About the founder →

FAQ

What people ask before they call.

What does it cost?
$1,000 to $2,500, set by how much of the operation is in scope. The number goes on a one page note after the call, and nothing is billed until you accept it. Half on acceptance, the balance on delivery.
What do I get?
A written report on where AI is earning its cost inside your firm and where it is not. Exposure gets its own section: any tool that touches client information without anyone checking what it does. One or two moves to make first, in order. Then a 60 minute call after delivery to walk through it.
How long does it take?
Ten business days, counted from when the deposit clears and the information arrives, whichever is later. The list of what is needed is short and comes with the quote.
We have not bought anything yet. Is this for us?
Yes. Deciding what to buy first is the same read, done before the money goes out. Nothing has to be undone, which usually makes it the easier engagement.
Do you sell software?
No. I have no software to sell, so nothing in the findings exists to move you toward a purchase. When a tool you already own is the answer, the report says so.
Our IT person handles our software. Why you?
Administering the tools and owning whether they paid off are two different jobs. Ask who inside the firm does the second one. Usually the answer is nobody, and that is the seat the audit fills.