AI Practice Transformation
AI Practice Transformation
15 working days. One trained champion. A practice ready to run on AI.
An intensive program that takes your internal AI Champion from "interested in AI" to "leading your firm's transformation" — with redesigned workflows, context systems, advisory deliverables, and a pricing strategy they built themselves.
The Problem
You can't outsource transformation.
Consultants leave. Workshops fade. Tools sit unused. The only firms that actually transform are the ones with someone inside who owns the process — someone with the skills, the authority, and the plan to make it happen.
The Consultant Trap
External experts build systems your team can't maintain
Consultants design solutions, then hand them to staff who don't understand the principles behind them. When something breaks or needs to evolve, the firm calls the consultant back. The dependency never ends.
The Owner Bottleneck
You can't lead AI transformation and run a practice
Most motivated owners try to be the AI champion themselves. It doesn't work. Running the practice takes all available bandwidth. AI adoption needs someone whose primary focus is building, testing, and implementing — not managing clients and staff.
The Knowledge Gap
Enthusiasm without methodology stays experimental
Your team has someone who's excited about AI — maybe several. But excitement without a structured approach produces scattered experiments, not operational change. They need a system, not more inspiration.
The Champion Model
Every successful AI practice has one person who owns it.
I tried to lead my own firm's AI adoption while running the practice. It doesn't work. There's never enough time, and the daily demands of client work always win. The firms that actually transform have a dedicated champion — someone whose primary job becomes building the AI systems that change how the firm operates.
This program trains that person. In 15 working days, they'll have the skills, the frameworks, and the concrete deliverables to lead your transformation from the inside — without ongoing dependency on consultants or outside experts.
They won't just understand AI. They'll have used it to redesign your workflows, build your knowledge systems, produce advisory deliverables, and restructure your pricing. Real work. Not theory.
The Program
9 belts. 3 blocks. 15 working days.
Each belt builds on the last.
This isn't a course — it's an implementation program. Every belt produces real deliverables for your practice. By Belt 9, your champion has transformed operations, not just learned about AI.
Block 1
Vision, leadership, and readiness
Where your practice stands, who leads the transformation, and what your team needs to be ready.
Belt 1 — The Burning Platform (Grey)
The economic, competitive, and structural forces making transformation non-optional. Revenue exposure analysis, the KPMG playbook, commodity layer compression. Your champion learns to see the math — and articulate it to your team.
Homework: Revenue exposure analysis. Three most fee-sensitive clients identified. Honest assessment of where the practice sits on the bolt-on vs. rebuild spectrum.
Belt 2 — People and Leadership (White)
The leadership decisions every subsequent belt depends on. The champion + operator dyad — an experimenter and an operationalizer. Talent development in an AI-native firm. AI policy and governance. The commitment required from owner, champion, and team.
Homework: Champion and operator identified. Team AI fluency assessed. AI policy drafted and distributed. "State of the practice" message delivered to the team.
Belt 3 — AI Fluency and Technology (Yellow)
Ensuring every team member has working AI skills — practical mental models, prompt fluency, verification as a core competency. Plus a full technology ecosystem evaluation: scoring every tool in your stack on AI-readiness, identifying the gaps between tools where AI adds the most value.
Homework: Team enrolled in foundational AI training. Tech stack audit complete. Three highest-impact workflows documented. Client portfolio mapped by advisory potential.
Block 2
The technical rebuild
Redesigning workflows, building knowledge systems, and scaling advisory delivery.
Belt 4 — Workflow Redesign (Orange)
Taking core CAS workflows and fundamentally redesigning them around AI capabilities. Not bolting AI onto existing processes — rebuilding from the desired output backward. Separating execution (AI handles) from judgment (humans handle). Monthly close redesign as the flagship example.
Homework: First redesigned workflow completed on real clients. Second workflow redesign started. "Between the tools" opportunities captured.
Belt 5 — Context Engineering (Green)
Building the knowledge infrastructure that makes everything compound. The layered context system — firm, client, workflow, and task-level context. The artifact engineering flywheel: every deliverable serves as both output today and context input tomorrow. This is the most strategically important skill in the program.
Homework: Firm-level context document built and tested. Client context documents for top 5 advisory clients. One advisory deliverable produced using full context stack.
Belt 6 — Advisory Delivery at Scale (Blue)
Using redesigned workflows and context systems to deliver advisory at 2 – 3x current capacity. Building advisory packages that scale. Client-facing deliverables that demonstrate the value of what you know — not just what you process. This is where the pricing pivot becomes concrete.
Homework: Advisory deliverable package built for one client segment. Pricing model drafted for advisory-first engagement. Client presentation prepared.
Block 3
The operating system
Multi-agent orchestration, business model redesign, and building the practice that runs on AI.
Belt 7 — Agent Orchestration (Purple)
Deploying multiple AI agents that work together — automated client check-ins, parallel engagement support, internal operations running on coordinated agents. This is where your practice stops being "a firm that uses AI" and starts being "a firm that runs on AI."
Homework: First multi-agent workflow deployed. Agent orchestration framework documented for the team.
Belt 8 — Business Model Redesign (Brown)
The pricing pivot made real. Restructuring revenue from volume-based billing (hours, transactions, headcount) to value-based pricing (advisory outcomes, accountability, data access). Bookkeeping becomes the data layer. Advisory becomes the product. Concrete financial modeling for your practice.
Homework: Full pricing restructure modeled. Client communication strategy for the transition. Revenue projections for the new model.
Belt 9 — The AI-Native Practice (Black)
Full integration. The continuous improvement cycle that keeps your practice evolving as AI capabilities expand. Building the 90-day roadmap, establishing metrics, creating the feedback loops that compound. Your champion walks out of this belt ready to lead — with the proof of work to back it up.
Homework: 90-day implementation roadmap. Success metrics defined. Team presentation delivering the transformation plan.
Outcomes
What your champion has built
by day 15.
Not certificates. Not slide decks. Real deliverables produced during the program using your practice's actual data, clients, and workflows.
Redesigned workflows
Core CAS workflows — monthly close, bank rec, client onboarding, tax prep — rebuilt around AI with clear execution and judgment layers, handoff points, and verification checkpoints.
Context systems
Firm-level and client-level context documents that make every AI interaction dramatically more effective. The foundation for compounding returns on every piece of work your team produces.
Advisory deliverables
Production-quality advisory output — financial health assessments, client development plans, strategic recommendations — built using the context systems and workflows from the program.
Revenue restructure
A concrete pricing model that shifts revenue from volume-based compliance billing to value-based advisory pricing. Financial projections, client communication strategy, and transition timeline.
90-day plan
A detailed implementation roadmap covering the next 90 days — what to deploy first, what metrics to track, what to present to the team, and what to refine. Not a wishlist — a project plan.
Team credibility
Your champion comes back to the team with proof of work — redesigned processes, working systems, concrete results. Not "I learned about AI." More like "here's what I built, and here's the plan."
Results
What practices say after the program
"I signed up my lead accounting manager, Chris. The amount of changes he has made within the company since that day has been unprecedented. We've developed a Client Strategy Hub that acts as the centralized source of information for our clients. It would not have been possible without this initial groundwork."
"Peter's Black Belt program wasn't just informative — it was hands-on, technical, and deeply practical. Each step built on the last, and before long, I found myself going further than I ever expected. He didn't just teach me how to use AI. He taught me how to see its potential."
"What surprised me most was how quickly AI became more than a novelty. With Peter's help, I started using it on a deeper, more actionable level — a tool to save time on everyday tasks and make real progress on major projects that used to feel heavy or slow."
Is This Right for You?
Two paths into the program.
You've identified someone on your team
They're curious, persistent, comfortable with imperfection. Maybe they've already been experimenting with AI. They just need the methodology, the structure, and 15 days of dedicated focus to turn enthusiasm into operational capability.
You know you need a champion but aren't sure who
We'll help you evaluate your team and identify the right person before the program starts. The champion doesn't need to be the most senior person — they need to be the most persistent, curious, and process-minded one.
How It's Delivered
Public sessions with practitioners from multiple firms.
The AI Practice Transformation program runs as scheduled public sessions with participants from different CAS practices. You'll learn alongside peers facing the same challenges — and benefit from the cross-firm insights that come from a mixed cohort.
Want the program delivered exclusively for your firm? Private sessions can be arranged — same curriculum, tailored entirely to your practice's workflows, clients, and goals. Book a call to discuss.
Your Move
15 days from now, your practice could have a trained AI Champion leading the way.
Not a consultant. Not an outside expert. Someone on your team — with the skills, the plan, and the proof of work to transform how your firm operates.