Not a consultancy
Consultancies produce recommendations. We produce running systems.
The next generation of great American companies is being built right now.
We make sure you will be one of them.
This decade will separate the companies that compound from the ones that disappear. We are on one side of that line. We bring our clients with us.
01 / A new category of firm
PeachStateAI is an Applied AI Firm.
We walk into an operating business, diagnose where money is leaking, design and build the custom AI-native systems that stop the leaks, and operate those systems until they compound.
Not an integrator
Integrators connect existing tools. We build what the business needs and did not previously have.
Not a software vendor
Vendors sell a license. We sit inside the operation and own the outcome.
Internal spine
Operator economics. Engineers on the ground. Diagnostic first. That is what the firm is.
02 / The problem
The problem is not the models. The models are extraordinary.
The failure is structural, not technological. Most operating companies do not have a firm whose job is to engineer their operating layer. They have model vendors selling capability, consultants selling slides, and integrators selling hours. No one owns the outcome.
0%
have redesigned workflows
around AI — the single largest predictor of value. McKinsey, 2025 State of AI.
0%
of companies are "future-built"
capturing 5× the revenue gains of everyone else. BCG, Build for the Future.
That is the gap. It is where almost all of the value over the next decade will be created or destroyed.
03 / The framework
Every mid-market business loses money through the same five valves.
Before we propose a tool, we map the leakage. Before we scope an engagement, we dollarize it. The Operational Leakage Map is the front door to every engagement.
01 / Revenue Leakage
Money you've earned and don't capture.
Pricing outside policy. Unbilled work. Churn you could have seen. Quotes that take five days when the market quotes in two.
02 / Labor Waste
Hours paid for work a trained system does better.
AP. Ticket triage. First-draft research. Report assembly. Usually the largest single leakage in a mid-market diagnostic.
03 / Process Bottlenecks
The one step where everything waits.
Underwriting. Intake. Approvals. Queues, not shortages — which means they don't disappear when you hire.
04 / Risk & Compliance Friction
Obligations that consume attention without creating revenue.
Contract review. Control monitoring. KYC refresh. Vendor oversight. Small savings. Large tail-risk reduction.
05 / Decision Blindness
Choices made without the data the company already has.
Stale dashboards. Forecasts by intuition. Strategy meetings where no one can answer the question being asked.
04 / Delivery model
Four stages. One contract structure. Measured in dollars, not activity.
We do not sell strategy decks. We do not sell hours. We do not sell licenses. We sell a sequence that ends with a running system on your income statement.
01 / Diagnose
A paid diagnostic against the Operational Leakage Map.
Output is a dollarized leakage register, a prioritized intervention backlog, and a target EBITDA range. Never free. Owned by our side.
02 / Implement
Forward-deployed engineers sit inside your operation.
Scoped against a specific P&L number. Kill-switch if the trajectory is wrong.
03 / Automate
The intervention becomes persistent.
Not a model that runs. A process that runs. Exceptions routed, monitoring instrumented, the monthly close reflects the new reality.
04 / Manage
We operate what we built.
Performance monitoring, retraining on drift, exception handling, quarterly leakage review. This is where the compounding lives.
06 / Who we serve
Commercial operators whose leakage is visible on the P&L. We follow the work, not the vertical.
Size
You run a commercial business between roughly $5M and $250M in revenue.
Large enough that the leakage is real dollars. Small enough that a two-founder firm can sit next to the P&L and actually move it.
Pain
Operational friction is showing up in the margin, not just in the meeting.
Revenue leakage. Labor waste. Bottlenecks. Risk exposure. Blind decisions. The Operational Leakage Map names them; your income statement is already pricing them.
Posture
You want a firm that owns the outcome, not a consultancy that hands you a deck.
We build the system, run it, and keep it compounding. We do not sell strategy slides, licensed tools, or hours. If that is not what you are buying, we are not the firm.
07 / What the research says
This is not a hype problem. It is an implementation problem.
The research converges on one conclusion: the models work, the integration doesn't. The firms that close the gap compound. The ones that don't, don't.
- 42%
- of U.S. companies abandoned most AI initiatives in 2025, up from 17% a year earlier. S&P Global Market Intelligence.
- 60%
- of executives report no material value from their AI programs. BCG, Build for the Future 2025.
- 88%
- AI POC failure rate: for every 33 POCs launched, 4 reach production. IDC / Lenovo.
08 / Thought leadership
We publish what we find. Our clients read it before they hire us.
The Implementation Gap
A thesis on the Applied AI Firm, the Operational Leakage Map, and the decade that will decide which companies compound and which disappear.
The Operational Leakage Index
Sector-specific leakage norms, EBITDA impact ranges, and time-to-value data from actual engagements.
Why most AI pilots fail at day 90
The five failure modes in the enterprise AI research, in plain language, with the structural fix for each one.
09 / Your move
The next generation of great American companies is being built right now.
We make sure you will be one of them.
A qualifying call is free and remote. We will tell you, honestly, whether your operation has the kind of leakage a diagnostic can dollarize. If not, we will tell you what a better next step looks like. We do not take engagements that do not fit.