100-Day Agent Integration
After the close: agents take over the back office in 100 days, and the clients and key staff stay.
The split
- LLM writes
- Drafts the firm's work and routine client updates; turns staff interviews into draft rules
- System One decides
- Routes each job, reviews each draft (block or pass), proposes rules from repeated corrections
- Code executes
- Deadlines, volumes, minutes per job, permissions and the Monday dashboard
Engine
Days 1–30 change nothing clients see: agents run in shadow mode while senior staff write the rulebook. Days 31–60 move intake, document collection and the highest-volume, lowest-risk task to a preparer agent, with every draft reviewed. Days 61–100 add the next two tasks and a client-comms agent for routine status updates only. A separate reviewer agent can block but never ship; the preparer ships nothing on its own.
Rulebook
What correct means here, and the mistakes we've already caught. It grows one job at a time.
- R01Days 1–30 change nothing clients see: shadow mode only, and the deal is announced together with the former owner.
- R02No rule is active until the senior staff member it came from approves it; every approved rule becomes a test case.
- R03The preparer and the reviewer are separate agents: the reviewer can block but never ship, and the preparer ships nothing on its own.
- R04Filings, payments and anything sent in a client's name wait for a person's approval at any confidence.
- R05Every week, agent drafts are compared with the approved versions; each change is classed as a factual error, client preference, missing information or style, and a repeated correction becomes a proposed rule.
- R06Client and key-person retention are reported next to margin every Monday; if margin rises while client retention falls, automation stops expanding.
- R07The client-comms agent sends routine status updates only; advice, fees and bad news go to a person.
Intake
- The Acquisition Automation Map, or 20–50 anonymized work samples to build one
- Read-only access to the firm's practice software, email and document store
- Two hours with each senior staff member for the rulebook interviews
- The former owner's time for the announcement and the handoff
- Who approves what: filings, payments and anything sent in a client's name
- UNIT
- One acquired firm integrated over 100 days, then monthly agent operations
- REVIEW LAYER
- The firm's own staff review every agent draft; Shonin reads the decision and corrections logs weekly and runs a monthly corrections review with senior staff.
- DELIVERY
- Agents live in the firm's own tools, the rulebook and corrections log in its own folder, and the Monday dashboard (margin, client retention, key-person retention, human minutes per job, corrections per job); a runbook at day 100, then monthly agent operations.
- TURNAROUND
- 100 days, then monthly
How we find buyers
- Acquisition Automation Map clients whose deals close
- Buyers who just closed, through their brokers, deal lawyers and lenders
- Case studies with the Monday numbers, published with the owner's consent
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