AI Sales Call Quality Scoring
How we built an AI system that reads every sales call transcript, scores each section against a weighted rubric, and flags coaching opportunities — giving managers instant QC on every rep without listening to a single call.
The Challenge
Most sales teams have a quality problem they can’t actually see. Managers know they should be reviewing calls, but with a growing team and hundreds of calls a month, it’s impossible to listen to more than a handful. The rest go unreviewed — which means inconsistent performance, missed coaching moments, and no real visibility into what’s happening on the floor.
The typical fix — hiring a QA analyst or using manual call review — doesn’t scale. And when reviews do happen, the criteria are often subjective and inconsistent between reviewers.
What We Built
We built an AI call scoring system that processes every sales call transcript automatically. The AI reads the transcript against a weighted rubric — broken into sections like opener, discovery, pitch, objection handling, and close — and assigns a point score to each section based on specific criteria.
The result is a structured scorecard for every call: total score out of 100, section-by-section breakdown, and specific coaching notes that identify exactly where the rep deviated from best practice. Managers get a clear view of every rep’s performance without spending a minute listening.
How It Works
- Call transcript (or recording + transcription) fed into the scoring pipeline
- Section segmentation — AI identifies each phase of the call: opener, discovery, value pitch, objection handling, close
- Rubric scoring — each section scored against weighted criteria (e.g. did the rep ask X type of question, confirm Y, handle objection Z)
- Point allocation — weighted score calculated per section, summed to a total out of 100
- Coaching flag generation — specific deviations from rubric surfaced with exact call moments and improvement notes
- Summary delivery — scorecard delivered to manager via Slack, email, or CRM integration
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The Results
- 100% of calls scored — no call goes unreviewed regardless of volume
- Consistent rubric applied across every rep and every call — no subjective variation
- Managers spot coaching opportunities in minutes instead of hours
- Reps receive specific, actionable feedback rather than vague impressions
- Scoring criteria fully customisable — rubric updated as sales process evolves
