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Sampling calls helps a manager coach the team. It can miss a different loss: an inquiry nobody answered, a deal without a next step or a customer left waiting in chat. There may be no call recording to sample.

A useful quality-control process combines clear rules, automatic checks and human judgment. The aim is a list of actions a manager can take today.

Separate factual checks from interpretation

A factual check asks whether a response met the agreed target, a required field is filled or the next action has a date. These checks can cover every connected deal.

A semantic check asks whether a salesperson understood the need, handled an objection or proposed a relevant next step. AI can prepare evidence and flag a conversation, but a manager should review the context and decide what action to take. An AI score is not proof of a salesperson’s intent or the cause of a lost deal.

How our workflow operates

wote.sales reads CRM data and checks deals every 15 minutes. The checks include first-response speed, qualification fields, stalled stages and missing next steps. The manager receives a morning list at 08:30 and urgent alerts during the day, with a weekly breakdown by salesperson.

Conversation review and meeting protocols help the manager see what was agreed and what remains undone. Access is read-only: the quality-control service does not contact customers or move the sales pipeline. Setup must confirm the CRM, available recordings and channels, access rights and the actual sales rules.

Start with the sales rules

  1. Define the working-hours response target and who owns a new inquiry.
  2. List the minimum qualification fields and acceptable rejection reasons.
  3. Require a next action for an active deal.
  4. Agree what counts as a stalled customer and who receives the alert.
  5. Review flagged examples with a manager before applying the scoring across the team.

A rule that generates noise will be ignored. Review false alarms, duplicate deals and missing data before tightening thresholds.

Measure the change in the CRM

Compare response times, the share of deals with a next step, stage conversion and recorded rejection reasons. Keep acquisition cost and sales outcomes together. A reduction in flags is useful only if the team is handling customers better, rather than hiding work from the system.

See sales quality control for the service and sales department setup for the wider process. Product access and a managed sales-quality service have separate scopes.