AI transformation for mid-market companies
Your team has run a dozen AI experiments. None of them are yours yet.
Carbon Copy Development turns AI from scattered tools into a capability your company owns — the software, the skills, and the habit of using them.
Fixed prices · Fixed timelines · Senior people only
95%
of enterprise AI pilots never show up in the P&L.
MIT NANDA, The GenAI Divide — State of AI in Business (2025)
Why pilots stall
It's almost never the models. Pilots stall because AI gets bolted onto work instead of built into it — three subscriptions here, a champion who left there, and nobody who owns it. The fix is organizational, not technical. That's the work we do.
- Tools nobody opens after week two
- One enthusiast, zero process
- Subscriptions rising, P&L flat
Services
Start small. Own everything.
Four productized engagements, one ladder. Every one is fixed-scope, senior-led, and designed to leave your team more capable than it found them.
The Carbon Copy Method
Audit. Pilot. Embed. Own.
A fixed sequence that ends with your team running AI without us. Most consultants want you back next quarter — we build you out of needing us.
01
Audit
We find where AI actually pays off in your business.
A prioritized, ROI-ranked roadmap — plus a skip list.
02
Pilot
We build and run the highest-ROI use case with your team, not around them.
One live workflow, measured against baseline. Go or no-go.
03
Embed
We wire the tools into how each role actually works, and train the people who'll run them.
SOPs, in-house software, and role-specific training.
04
Own
We hand you the keys. No retainer required to keep it running.
A documented capability your team runs — with senior counsel on call if you want it.
Free self-assessment
Scattered, Piloting, Embedding — or Owned?
The AI Ownership Scorecard shows where AI is actually paying off in your business — and where it's just burning subscriptions. Twelve questions, scored on the four things that decide whether AI sticks.
Free · ~4 minutes · see your score without an email
Carlos Banuelos · Founder
Who you'll work with
Led by an operator, not a slide deck.
Carbon Copy Development is led by Carlos Banuelos, a product leader who builds with AI daily — backed by a vetted network of senior AI and automation specialists we bring in when an engagement calls for them. You get senior judgment sized to the work, never a bench of juniors you're paying to train.
- Senior judgment on every engagement — the person you meet is the person who does the work.
- Human-in-the-loop governance for anything that touches money or customer data.
- Everything documented well enough that your team can run it without us.
How we work
No-surprises consulting.
We're a young firm and we don't trade on borrowed logos. What we offer instead is total transparency about what you get, what it costs, and who does the work.
01
Fixed price, in writing
The audit is $3,500. Not "it depends," not an hourly meter. You know the cost and the timeline before we start.
02
A skip list in every audit
We tell you what NOT to automate and why. If AI isn't the answer for a workflow, that goes in the report too.
03
You own everything we build
Accounts, code, prompts, and documentation live in your name from day one. Fire us anytime and keep it all running.
04
No kickbacks on software
We take zero affiliate commissions on anything we recommend. The tools we suggest are the tools we'd buy.
FAQ
Questions executives actually ask.
We're not a tech company. Is this for us?
That's exactly who this is for. Our best-fit clients are $2M–$50M companies without an internal AI team — operators who know AI matters but don't want to bet the quarter on guesswork. Everything we deliver is written in plain English for the people who run the business.
How is this different from hiring a big consulting firm?
Three ways. The senior person you meet on the first call does the actual work — no handoff to a bench of juniors. Prices and timelines are fixed in writing before we start. And our method ends with your team owning the capability, not with a proposal for next quarter's engagement.
Why is the audit $3,500 and not free?
Free audits are sales pitches wearing a costume. A paid audit means we owe you real work product: a prioritized roadmap, ROI estimates, and a skip list of what not to automate. It also means we only work with companies that are serious — which keeps the quality of everything we do high. And the fee credits 100% toward a Pilot Sprint if you continue within 30 days.
What do we actually get from the audit?
Five things, delivered in three weeks: a prioritized AI roadmap ranked by ROI, a skip list of workflows to leave alone (with reasons), a draft AI usage policy for your team, a readiness and tooling assessment, and build-vs-buy guidance for anything worth pursuing. Plus a walkthrough call to put it all in context.
Who actually does the work?
Engagements are led by our founder, Carlos Banuelos. When scope calls for specialized depth — a data migration, a niche integration — we bring in named senior specialists from our vetted network, and you'll always know exactly who is doing what. Nobody anonymous ever touches your business.
Do you build around our team or with them?
With them, always. Adoption is where 95% of AI initiatives die, so we design every workflow with the people who'll run it, train them on their own real tasks, and stay through the awkward first weeks. Software your team resents is software your team abandons.
What about our data and security?
We start read-only, we sign NDAs as standard practice, and anything that touches money or customer data gets human-in-the-loop review by design. The audit includes a draft AI usage policy so your team knows exactly what data can go where.
What happens after an engagement ends?
You keep everything — accounts, code, prompts, documentation — all in your name. Many clients keep us on as a Fractional AI Officer for ongoing strategy and governance, but that's optional by design. We build you out of needing us.
Stop renting AI. Start owning it.
Book a 30-minute intro call. If we're not the right fit, you'll still leave with at least one idea worth stealing.