Running a floor where agents and people work together is what an AI operations manager CV must prove. Show the teams you managed, how you matched reviewer cover to held work, how you tracked certificates, the incidents you handled and what you reported upward. Keep each line concrete and checkable. A copyable template and a filled sample follow.
What makes an operations manager CV different?
A traditional operations manager CV talks about headcount, service levels and budgets. Those still matter, but an AI operations manager is also hired to keep agents working inside the limits others have set. What an AI operations manager does describes the role as a shift manager whose floor includes agents: watching the held queue, matching reviewer cover to volume, tracking certificate dates, handling incidents and reporting.
The CV therefore needs two kinds of evidence: you can lead people, and you understand what agents may and may not do. Titles vary. Look for operations manager, service delivery manager, AI operations lead or head of automated operations, and read the duties. "Held queue", "reviewer capacity", "certification", "incidents" and "limits" mark the role.
One honest warning: this is rarely a first job in AI operations. Most people step into it after running a team and spending time as a reviewer or team lead on agent work. If you have not done either, the reviewer CV may serve you better for now.
How do you fill in the template?
- Lead with scope: the size of the team, the work it handled and the agents in it.
- Show the rhythm: what you checked daily, weekly and monthly.
- Show capacity decisions: a time you moved reviewers to cover a rise in held work, or held back a change because cover was thin.
- Show certificate discipline: how you made sure every approver held a current certificate and every agent capability stayed certified.
- Tell one incident properly: what you saw, what you paused, who you told and what changed.
- Report what agents did: the regular report you produced and who used it.
The template
- Header: name, town, email, phone, profile link.
- Profile: Operations manager with [years] years leading [team size] in [industry]. Runs agents and reviewers together, keeps certification current and handles incidents. [Certificate] valid to [month and year].
- Current or latest role: - Scope: [team, work, agents and their capabilities] - Rhythm: [daily, weekly, monthly checks] - Capacity: [one decision about reviewer cover] - Certification: [how you tracked people and agents] - Incident: [signal, action, communication, fix] - Reporting: [what you reported, to whom, how often]
- Earlier roles: two or three bullets each.
- Certificates: [name], issued through [issuer], no. [number], valid to [month and year], checkable at source.
- Skills: workforce planning, incident handling, people leadership, reading decision records, reporting.
- Education; references available on request.
A worked example
A sample only. Fiona, an invented candidate, managed customer operations at a mid-sized broadband provider.
Profile: Operations manager with nine years leading teams of up to 30 in telecoms. Runs agents and reviewers together, keeps certification current and handles incidents. Certified Pryme Operator.
Customer operations manager, a broadband provider: - Scope: 25 advisers, six certified reviewers, and a service agent handling billing queries at depth 2 and routine credits at depth 3 within the customer's limit. - Rhythm: daily held-queue check at 9am and 2pm; weekly review of held, refused and escalated rates with the agent owner; monthly certificate calendar. - Capacity: moved two advisers into review during a price change week, after the held queue tripled on the first morning. - Certification: kept a shared calendar of reviewer and agent certificate expiry; booked renewals a month ahead; no approver acted on a lapsed certificate. - Incident: noticed credits applied twice to some accounts; asked the owner to narrow the agent's limits so every credit was held; worked with the builder on the cause, a duplicated billing feed; restored the limit after re-certification. - Reporting: monthly one-page report to the head of service on what the agent did and decided.
Every bullet shows a decision. For the route into the role, see how to become an AI operations manager and what an AI operations manager is. Market routes are covered for Ireland and the US. The AI agent jobs and careers guide shows the wider field.
Questions people ask
Should I include team size and service levels?
Yes, briefly. They show you can lead people at scale. Keep them to one line so the agent-specific evidence gets the space.
What if I managed a team but never an agent?
Show the parts that carry over: capacity planning, quality, incidents and reporting. Then add a short line on what you have learned about agent work, and consider a reviewer or team lead step first if adverts keep asking for direct experience.
Do operations managers need a builder certificate?
Usually not. Running the floor needs an understanding of review, held work and incidents, which an operator-level certificate covers. Building is a separate job, though some managers add it later.