The rep and their direct manager should see every call score with the evidence behind it; enablement and sales leaders should see skill trends across the team, and peers should see only calls a rep chooses to share.
What scores are for
Call scores exist to decide what to coach before the next conversation on a deal. Everyone who needs to make that decision should see them, at the detail that decision needs. The rep and manager need the evidence behind each score; a sales leader needs the pattern across the team.
The usual worry is that scoring feels like surveillance. Vendors tend to wave it away (Jiminny's guide tells readers not to think of it as "some kind of Big Brother business practice"), but reps raise it for a reason. What answers it is a clear rule about who sees what, written down before the first score lands. The broader system is in the AI call scoring guide.
Who sees what
| Role | Sees | Detail | Uses it to decide |
|---|---|---|---|
| Rep | Own scores, every call | Level per skill with the quotes behind it | What to do on the next call with this buyer |
| Direct manager | Their team's scores | Call level, plus trends per rep | Which deal and which skill to coach this week |
| Enablement | Team and segment trends | Skill averages, no individual call text by default | What to train, and whether training moved a skill |
| Sales leader | Team trends | Skill patterns by team and stage | Where managers need support |
| Peers | Calls a rep chooses to share | Full call | What a strong call sounds like |
Leaders read skill trends next to outcome metrics such as stage conversion and win rate.
Keep call scores out of compensation. Once a score can cost someone money, managers score generously and reps dispute the evidence, and the scorecard stops showing who needs help. Pay belongs on outcomes such as quota attainment.
Check the scores before you widen the audience
A score the rep and manager discuss together can be wrong without much harm: they can listen to the call and disagree. A score on a leader's dashboard cannot be argued with in the same way, so it has to be right first.
Our research program (August to October 2026, more than 5,000 tests and more than 250,000 scoring decisions, with blind marking by PeerLab's trained assessors) found three things to check before scores travel (field guide).
Trained experts disagreed with each other on 18% of scores. Every newer model generation marked reps more harshly than the human assessors, so an uncalibrated AI scorer can make a whole team look weaker than it is. And 37% of one production engine's scores were fractional on a whole-level scale; rounding alone added 16 points of exact agreement.
After calibration, our final setup ranked calls in nearly the same order as the experts (0.89 rank agreement), and its checklist model, a fixed list of yes/no questions about the call, changed 1.7% of scores on a re-run. Run that check before scores go beyond the rep and manager; How to calibrate AI call scores has the steps.
Is showing call scores micromanagement?
Showing call scores can be micromanagement, and the visibility rule decides which way it goes. Scoring feels like surveillance when a rep finds out about a score from someone else, when the score arrives with no evidence, or when it shows up in a meeting about pay. It feels like coaching when the rep sees it first, the quote is next to it, and the conversation is about what to do on the next call with that buyer.
Three habits keep it on the right side. Tell reps before the first score who will see what, using the table above. Never discuss a rep's score with anyone senior before discussing it with the rep. And let the rep challenge a score by pointing to the call: if the transcript shows the buyer did put a cost on the problem, the level changes and the scorecard wording gets a look.
Reps coaching themselves and each other
A rep who can see their own scores with the evidence can do a lot of coaching without a manager. After each call they can open the lowest-scoring skill, read the moment on the call, and decide what to try next time. That takes a few minutes and it happens while the buyer conversation is still fresh.
Peer review works when it is opt-in. A common format: each rep picks one call a week they are proud of, or one they want help with, and shares it with a small group. The group listens to one moment of two or three minutes, and each person says what they would keep and what they would change. Scores help pick the moment to listen to. They should not be read out.
New hires and experienced reps
Visibility does not need to change by tenure, but the use does. A new rep benefits from seeing scores on every call during onboarding, because the scorecard is how they learn what the team means by a good call. The manager reads most of those calls too.
An experienced rep usually needs fewer, sharper conversations. Their scores show where their habits have drifted from the method, often on one skill they stopped paying attention to years ago. The same rule applies to both: the rep sees the score and the quote first, and the manager decides with them which skill to work on.
Rolling out visibility in two stages (illustrative)
The team and deal are illustrative. A new AI scorer goes live on a team of eight. For the first month only reps and their manager see scores, and the manager checks the scorer's ranking against her own on twelve calls. It matches her order closely but runs a level harsh on negotiation, so her written reasons for each negotiation level are added to the scorecard. In month two, enablement and the VP get skill trends. A rep sees a level 2 on stakeholder mapping on Tuesday's call, with the quote showing he never asked who signs. Before Thursday he talks the deal through with Caty on a call and goes in with the question ready.
- Month oneReps and their manager only
- Manager checks the ranking on twelve calls
- Her written reasons added to negotiation
- Month twoEnablement and the VP get trends
- Skill trends across the team
- Reps still see every call with quotes
Playing a call in a team meeting
A strong call played to the team is one of the quickest ways to show what the scorecard means. Ask the rep first, every time, and let them introduce it. Play two or three minutes around one moment, such as the buyer putting a number on the problem, and ask the team what the rep did just before it. Leave the score off the screen. The team should hear the skill, and a number invites comparison.
Weak calls can be played too, with the rep's agreement and usually with the rep leading the discussion of what they would do differently. Never play a weak call to make a point about a rep who is not in the room.
Comparing scores across teams
Once enablement and leaders see trends, someone will want to compare one team's discovery scores with another's. Check two things first. Were both teams scored on the same scorecard version, by the same scorer? And were their managers calibrated on the same calls? If either answer is no, a gap between teams may be a gap between scorers. Compare each team with its own history before comparing teams with each other.
What to put in the rollout note
Put the table above in the scorecard rollout note, so reps know who will see a score before the first one lands. A short note like that saves most of the arguments later. It should answer five questions in plain language:
- What is scored? The scorecard, the call types it applies to, and how each level is defined.
- Who sees what? The table from this page, adjusted for your team.
- What are scores used for? Deciding what to coach before the next conversation on a deal. Say plainly that they are kept out of pay.
- How can a rep challenge a score? Point to the moment in the call, raise it with the manager, and expect an answer within the week.
- When does this change? If visibility widens later, for example to enablement trends, reps hear about it before it happens.
Keep it to one page. If it needs more, the rule is too complicated to follow.
Setting the permissions in your scoring tool
Most call scoring tools let an admin set who sees scores, transcripts and recordings, and the defaults are rarely the rule on this page. Before the first score lands, check each of these in the admin settings and write down what you chose.
- Rep access. Each rep can see their own scores, quotes and recordings, and nobody else's unless shared.
- Manager access. Managers see their own team's calls. Check what happens when a rep moves teams, since history often follows the rep to the new manager.
- Trend views. Enablement and leaders see averages by team, skill and stage. Check whether a trend view lets someone click through to individual calls, and turn that off if your rule says it should be.
- Sharing. A rep can share a call with a group, and can see who it was shared with.
- Exports. Decide who can export scores to a spreadsheet. An export is the easiest way for a score to end up in a meeting about pay.
- Scorecard edits. Only named owners can change the scorecard, and every change is dated, because scores from before and after a change are not directly comparable.
Review the settings when the team structure changes, and again whenever the vendor adds a new view or report.
Using the scores once the rule is set
How to use call scores in coaching covers the conversation a score should start, and the AI call scoring guide covers the system. For the manager's view across a team, Bryce, our AI sales expert for managers, coaches the 1:1 and the forecast.
FAQ
Should reps see their own call scores?
Reps should see every one of their own call scores, with the quotes that justify each level. A rep who sees only a number argues with it; a rep who sees the moment on the call can change it. Show the score before the next conversation with that buyer, so it turns into one thing to do differently.
Should call scores be shared across the team?
Share only the calls a rep chooses to share, usually strong calls as examples. A public leaderboard of call scores turns coaching data into a ranking that reps work around. Share skill trends at team level, and play a call in a team meeting only with the rep's agreement.
Should sales leaders see individual call scores?
Leaders get more from trends by team, stage and skill than from single calls. Individual scores belong in the rep and manager's coaching conversation. If a leader wants to see an individual call, the manager should be in that conversation, because they know the deal behind it.
Should call scores be used in performance reviews?
Keep individual call scores out of pay and formal ratings. Once a score can cost someone money, managers mark generously and reps dispute the evidence, and the scores stop showing who needs help. A performance review can still use the coaching record: which skills the rep worked on and whether they changed on later calls.