Which processes in my business can AI take over now?
A process is ready for AI when it has written steps, one owner with a spending limit, and clean data. Start with high-volume, rule-based work: refund approvals under a limit, scheduling, invoice follow-up. Fix anything that waits on the owner first. Leave judgment calls with a person.
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The three-bucket verdict
Every process gets one of three verdicts. The rows below are examples. Yours depend on how your company runs.
| Process | Verdict | Why |
|---|---|---|
| Refund approvals under $500 | Ready now | Written rule, one owner, a hard limit |
| Appointment and crew scheduling | Ready now | Clear rules, calendars already in one system |
| Invoice reminders | Ready now | Same steps every time, data in the accounting system |
| Quotes and discounts | Ready after fixes | The pricing rules live in the owner's head |
| Purchase approvals | Ready after fixes | Nobody has a limit, so everything goes to the owner |
| Hiring and firing | Not advised | A judgment call a person has to own |
| A dispute with a key client | Not advised | The relationship and the risk need a person |
Five tests a process must pass
- Written: someone new could run it from what's written down.
- Owned: one role answers for it and fixes it when it breaks.
- Limited: every decision in it has a limit, a dollar amount, a count or a number of days.
- Clean data: the inputs sit in one place, and the systems agree with each other.
- Measurable: one number shows each week whether it worked.
Pass all five: ready now. Fail one or two: ready after fixes. If the process depends on judgment nobody can write down, it stays with a person.
If the work can't go to a good operator without explaining it every time, it can't go to AI either.
Six processes to test first
These repeat often, follow rules, and eat hours:
- Refund approval under a limit.
- Scheduling appointments, crews or calls.
- Invoice reminders and follow-up.
- Intake triage: sorting new requests and routing each to the right person.
- Report prep: pulling the week's numbers into one page.
- Onboarding checklists for new hires or new customers.
Run each through the five tests. The ones that pass go first.
What to fix before the rest
Anything that waits on the owner. Every company has a Bob. Somebody asks how we do something, and the answer is: "just ask Bob." If it lives in Bob's head, the AI will ask Bob too.
The fix comes in three steps:
- Write the process down as triggers, decisions and limits.
- Give each decision one owner and a limit.
- Put the data in one place, so two systems stop giving two answers.
AI scales whatever's already there. In one engagement, $1.2M of $1.4M in overdue receivables was collected in three months once one person owned receivables. That came from an owner and a rule, before any agent.
How a company gets its own verdict
The full version is the Diagnostic: two weeks, your own systems, every area scored and ranked.
We connect to the systems you already run, read-only. We map how the work runs and talk to the people doing it. Together with you, we sort every process into ready now, ready after fixes, or not advised, and list what has to be fixed first, with an owner on each. You get a sequenced roadmap for AI in operations.
Where this sits in SCOPE™ by Efficiency Sprint
SCOPE™ by Efficiency Sprint maps where a company stands: Stabilize, Codify, Ownership, Pulse, Engine. AI starts at Pulse, where it watches and reports. A "ready now" process is one that can move to Engine: AI acts within guardrails. Routine work runs itself. A person judges the exceptions.
Find out where your company stands
Efficiency Sprint makes companies operationally ready for AI. The operational AI readiness check takes about two minutes and shows where your company stands. For the five questions behind it, see Is my company ready for AI?
Questions
Can AI replace my operations manager?
No. AI can take the routine work off their desk: approvals under a limit, reminders, scheduling. The manager owns the limits and the exceptions. You always need to know who is responsible. And it can't be AI.
What is the safest first process to automate?
One that repeats every week, has a written rule and a small limit. Invoice reminders and refunds under a set amount are good candidates. A mistake there is small and easy to catch.
Do I need clean data first?
Clean enough to trust, yes. AI reads the same records your team does. If two systems give two answers, the AI picks one, and you won't know which.
How do I keep a person in the loop?
Write the limit into the process. Under it, the agent acts. Over it, the agent stops and the named person decides. Every agent runs until it hits a gate a person still owns.