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Training teams for AI agents·Playbook

How to run an AI agent readiness assessment in a contact centre

How to run an AI agent readiness assessment in a contact centre: test one team per shift pattern, read refusals and handovers, then choose the first agent.

Pick one team, run the assessment across its shift pattern, and include the quality team that scores interactions. Advisers answer questions on held replies, refusals, handovers and the record, set in contact centre work. The report shows where the team is strong, where it is not, and whether the first agent should draft emails, summarise calls or answer chat.

What is the assessment for in a contact centre?

A contact centre is where most people in a business will first work beside an agent, often within weeks of it arriving. Advisers will approve drafted replies, pick up conversations the agent hands over, and explain to customers why the agent refused something. If they misread any of those, customers feel it immediately.

The assessment tests whether a team understands the ideas behind those moments before the agent goes live. It is owned by the contact centre manager, usually with the quality lead. It certifies nobody. Its output is a decision: which agent first, at what depth, and which concept to train before go-live. For the general concept, see what a readiness assessment is.

Who should take it?

Contact centres are large and turn over staff quickly, so assessing everyone at once is neither possible nor useful. Assess one team of up to 25 that represents the channel where the agent will start: email, chat or voice.

Three groups belong in the cohort:

  • Advisers on that channel, across early, late and weekend shifts. Night and weekend staff often work with less supervision and need the concepts most.
  • Team leads, who will approve escalated drafts and decide on pauses.
  • Quality analysts, who will score interactions where the agent drafted and a person sent. If they misread verdicts, they will mark advisers down for the agent's correct refusals.

The steps

  1. Person (contact centre manager): chooses the channel and the team, and schedules sittings so every shift can take part in working hours.
  2. Person (manager): asks for the test set in contact centre work, with questions on drafted replies, refusals and handovers.
  3. Person (each adviser, lead and analyst): sits the test alone.
  4. Person (manager and quality lead): read the report by concept and by group, comparing advisers, leads and quality.
  5. Person (manager): chooses the first agent and its depth.
  6. Person (team leads): run short training on the weakest concept, built into shift huddles rather than one long session.
  7. Agent, depth 1: summarises real contacts in shadow for advisers to check against their own notes.
  8. Person (team): reassesses on the weak concept before the agent drafts customer-facing replies.
Step The agent does Depth Stays with a person
Choose team Nothing yet None Channel, shifts, schedule
Sit the test Nothing yet None Individual answers
Read the report Nothing yet None Comparing groups
Choose first agent Named as candidate None Agent and depth
Huddle training Runs in practice labs Practice Learning
Shadow Summarises contacts 1 Checking summaries
Reassess Nothing new 1 then 2 Go-live decision

What do contact centre teams usually get wrong?

Refusals. Advisers often assume that when an agent will not do something, it is broken. A refused action means the request was outside the agent's bounds, such as a refund above the business's own limit or an account change it is not certified for. The adviser's job is to pick it up and decide, not to report a fault.

Handovers. When the agent hands a conversation to a person, the adviser needs to know what the agent already said, what it held and why. Teams that score poorly on reading the workspace will ask the customer to repeat everything.

Telling customers. In many places, people must be told when they are dealing with an AI system; the EU AI Act's Article 50 is one example. Advisers should be able to explain it in a sentence. This is an explanation of the rules, not legal advice; confirm how they apply to you with counsel.

What does the report change?

The channel. A team weak on handovers should not start with live chat, where handovers happen in real time. Email drafting, where a person approves every reply before it is sent, is the safer first agent.

The quality scorecard. If quality analysts score below advisers on verdicts, the scorecard needs changing before go-live, or it will penalise correct behaviour.

Shift coverage. If weekend staff score lowest, the agent should not run at depth 3 at weekends until they have trained.

What evidence does the assessment leave?

The cohort by shift and group, showing every shift was included.

The report by concept, with each group's gaps.

The first-agent decision, with its reasons.

The reassessment, before customer-facing drafting begins.

What should the manager measure?

  • Scores by concept for advisers, leads and quality analysts separately.
  • During shadow, how often advisers corrected the agent's summary, and on what.
  • After go-live, how many refused actions were reported as faults, which should fall after training.

Where does it go wrong in contact centres?

Assessing only the day shift. The people who work alone at night are left out.

Skipping quality analysts. Their scorecards shape behaviour more than any training.

Running it once. Turnover means the team that took the test is not the team working six months later. Reassess each new intake before they approve drafts.

Banks with contact centres can compare the bank readiness assessment, and hospitals with patient contact teams face similar shift problems; see the hospital version. The readiness assessment report template shows how to present the results, and the topic guide on training teams for AI agents covers what follows.

Where the Academy fits

Pryme Intelligence Academy's free readiness assessment covers teams of up to 25, using the Foundations test set in the team's own industry. Its lessons can be read or listened to as audio, which suits advisers who train between contacts or on different shifts.

Questions people ask

Should new starters take the assessment?

Yes, once they have finished induction and before they approve any agent draft. It shows quickly whether induction covered the concepts.

Should team leads see individual scores?

For coaching, yes, privately. Do not post scores on the floor or use them in performance reviews, or advisers will answer to look good rather than show what they do not know.

What score means the team is ready?

There is no single number. Ready means no weak concept that the first agent leans on, which is why the report is read by concept.

Train the people who run your agents.

Pryme Intelligence Academy: free courses on the real product, audio lessons, labs in a free workspace, and certificates anyone can check on VerifyDoc.ai. Teams get seats, an admin view and a free readiness assessment.