What an AI operations audit delivers
A decision your team can act on: which workflow to tackle, what needs checking, and what would make the project worth doing.
Start with one team and a defined outcome
A service operations team handles requests from existing customers. Staff check each request against the CRM, find the relevant policy, prepare a response, and ask a colleague to approve exceptions.
The goal is to reduce handling time while preserving review quality. The audit covers intake through a reviewed draft. Sending messages, changing contracts, and issuing refunds are outside the proposed pilot.
Evidence to collect: a recent sample of requests, task timings, exception types, available system access, and the cost of maintaining the workflow. The figures below are placeholders until that evidence is collected.
Map the current work and the proposed change
| Step | Current work | Proposed pilot |
|---|---|---|
| Receive | Read the message and identify the request. | Prepare a category and flag missing information. |
| Research | Find the customer record and applicable policy. | Retrieve permitted records and show source links. |
| Prepare | Write a draft response. | Produce a draft using the retrieved evidence. |
| Review | Check the response and resolve exceptions. | A person checks the draft; difficult cases stay manual. |
| Act | Send the approved response. | Keep the existing send and approval process. |
The scope follows a complete piece of work. A fast draft is useful only if the checking and correction time also falls.
Rank opportunities with reasons
| Order | Workflow | Recommendation | Why |
|---|---|---|---|
| 1 | Research and draft routine replies | Test a bounded pilot | Repeated work; review can remain in the existing process. |
| 2 | Weekly status reporting | Check existing reporting features first | A saved report may solve the problem with less upkeep. |
| 3 | Approve refunds automatically | Keep manual; revisit later | Policy exceptions and approval ownership are unresolved. |
This is an illustrative order, not a universal ranking. Every recommendation needs a business owner and evidence. A numerical score should help explain the decision, not hide uncertainty.
Show the assumptions behind the value
At 1,200 requests a month and eight minutes each, the current workload is 160 hours. If 70% are eligible and still take three minutes to review, the gross difference is 70 hours. Subtract four hours of internal upkeep: 66 hours remain available for other work.
At an illustrative €45 employment cost per hour, that capacity is valued at €2,970 a month. With a €12,000 build, €250 monthly running costs, and two months without benefits during rollout, the first-year capacity value less costs is €14,700. These are modelling inputs, not Elements prices.
This is not €14,700 of cash savings. Explain whether the team will reduce spending, serve more requests, or improve response times. Measure that outcome during the pilot.
Record gaps before commissioning a build
- Source access: the system owner must confirm which customer records each user may retrieve.
- Policy quality: the operations lead must resolve conflicting versions and assign an owner.
- Exceptions: reviewers must identify requests that stay manual.
- Recovery: the team must be able to return to the current process if the pilot fails.
The example decision is prepare: confirm these items before using live customer data. The readiness guide provides a completed assessment and a blank template.
Agree the test and the stop conditions
Begin with historical requests that the team is authorised to use. Include ordinary cases, missing information, conflicting records, and restricted-access cases. A reviewer compares the draft with the approved outcome.
- Measure total handling time, including checking and corrections.
- Record wrong answers, missing sources, and unnecessary handovers.
- Stop if information crosses a permission boundary or an unapproved action occurs.
- Expand only when the agreed quality threshold and useful time reduction hold, and an owner accepts maintenance.
Agree the sample size and quality threshold with the business before running the test. A small successful sample cannot establish the absence of rare failures.
What the team leaves with
The audit produces a workflow inventory, an impact-versus-complexity map, and a sequenced plan. Keep assumptions, dependencies, owners, and the reasons to pause beside each opportunity.
The audit does not include a production build, a guarantee of savings, or a specialist legal or security certification. Implementation is scoped separately. Review the audit scope and current price.
For an account of work performed, see the OTA audit and roadmap case study. Its forecast benefits are distinguished from the delivered audit.