How do you prove call quality is actually connected to revenue?
Join every scored call to its outcome in the CRM or field service system, then compare booking rate and job value by rubric item. Items that separate book…
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Coaching & QA
Rubrics, evaluation and coaching customer-facing teams.
Should call scores be posted where the whole team can see them?
Private first, public only for numbers people already accept as fair. A rep's own scores, with evidence, should always be visible to that rep. Team-wide r…
Can you coach in-home sales visits the same way you coach phone calls?
The method transfers; the rubric and the logistics do not. In-home visits run long, involve multiple decision makers and contain a lot of dead air, so sco…
What human oversight does an AI call-scoring program need to be defensible?
A named human owner of the rubric, a documented review step before any score affects a person, a working dispute path, and a retained record of overrides.…
A call scored high and we still lost the job. What does that tell me?
Usually that the rubric measured the conversation while the loss happened outside it: availability, price policy, or a competitor already on site. Sometim…
Should calls that were never going to book count against a rep's score?
Not in the booking metric, but yes in the handling score. A wrong number or a vendor call should be classified out of booking rate entirely. A caller outs…
How do I know why the AI scored a call the way it did?
Because a usable score arrives with its evidence: the rubric item, the mark, and the exact words from the call that produced it, with a timestamp. A score…
What evidence should an AI call score include so a rep can actually dispute it?
The criterion exactly as written, the score given, and the specific moment that produced it: a timestamp and the quoted line, or an explicit statement tha…
How do I tell whether a low booking rate is a CSR problem or a lead quality problem?
Split booking rate by lead source and by rep, then compare inside each cell. If one rep books poorly across every source, that is handling. If every rep b…
Should CSRs and sales reps be scored on the same rubric?
No. A CSR converts an inbound call into a booked appointment in a few minutes. A sales rep diagnoses, presents options and asks for a decision, usually in…
Do we have to tell customers we are recording the call?
Generally yes, and the specific requirement depends on where you and the caller are located. Some jurisdictions treat one participant's knowledge as suffi…
How do I compare reps fairly when they get different lead sources and shifts?
Compare within cells, then roll up. Compute each rep's booking rate separately for each lead source, call type and daypart, and compare them only against …
How do I coach a fifteen-year CSR who thinks call scoring is an insult?
Start with their calls and their strengths, not the team average. Veterans usually object to being measured by a standard someone else wrote, not to feedb…
Why do coaching gains fade after a few weeks?
Because the new behavior was never made cheaper than the old one. Under call pressure people revert to whatever takes the least effort and attention. Gain…
How do you tell a coachable behavior from someone's personality?
Ask whether you can state the change as a specific thing to say or do at a specific moment. "Ask for the appointment before discussing price" is coachable…
How often should you coach a CSR on their calls?
Short and weekly beats long and monthly. Fifteen minutes a week on two or three specific calls, within a few days of when they happened, changes behavior.…
Two managers scored the same call differently. Who is right?
Usually neither — the rubric is ambiguous. Disagreement between two honest scorers is a measurement problem, not a judgment problem. Fix it by having both…
What counts as a bookable call?
A call from someone who could have been booked on that call: a real prospect or customer, in your service area, asking for work you actually perform, who …
Where does AI call scoring get things wrong?
Mostly where the audio is poor or the truth is not in the audio at all. Crosstalk, background noise, speakerphone and weak cell connections degrade transc…
Why do two managers score the same call differently, and how do I fix it?
Because the criterion is written as a judgment instead of an observation. "Built rapport" invites disagreement; "used the customer's name before asking fo…
Will AI call scoring unfairly penalize reps with accents or fast, short call styles?
It can, if nobody checks. Transcription accuracy varies with accent, audio quality and background noise, and rubrics carry unstated length assumptions tha…
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