A scorecard for AE and SDR interviews: the competencies that predict quota attainment, a clear rating scale, mock-pitch prompts, and how to score on evidence.
Hiring sales reps is deceptively hard because the trait that gets candidates through the interview, being persuasive and likable in the room, is not the same as the trait that hits quota in month nine. A strong sales hiring scorecard separates surface charisma from the durable competencies that actually drive revenue: coachability, discovery skill, resilience, and process discipline. It forces every interviewer to rate the same things rather than each falling for a different version of charm.
This template lays out the criteria that predict success for AE and SDR roles, a four-point rating scale with anchors, mock-pitch and discovery prompts you can run live, and a method for combining scores into a recommendation. Use it as is, or see how Lehire turns the same structure into a live rubric that scores candidates on evidence and ranks your pipeline of applicants.
What is What is a sales hiring scorecard??
A sales hiring scorecard is a structured evaluation form that defines the competencies a sales rep is assessed on, such as discovery, objection handling, coachability, and resilience, each scored on a fixed scale. It keeps interviewers from over-indexing on charisma and produces consistent, evidence-based comparisons between AE or SDR candidates.
The core criteria to score
Score six competencies. Discovery and listening: asks sharp diagnostic questions, listens more than they talk, and uncovers real pain rather than pitching immediately. Objection handling: stays composed under pushback, reframes rather than capitulates, and isolates the real concern. Coachability: takes feedback in real time and applies it within the same conversation; this is the single best predictor of ramp speed. Drive and resilience: evidence of self-motivation, handling rejection, and consistent activity over time.
Process and CRM discipline: works a defined sales motion, forecasts honestly, and keeps records clean rather than working from memory. Communication and presence: clear, concise, credible, and adapts tone to the buyer. For an SDR role, weight discovery, drive, and coachability most heavily. For an AE role, raise objection handling, process discipline, and the ability to run a full cycle and negotiate.
A sample weighting for an AE: discovery 20, objection handling 20, process discipline 20, drive and resilience 15, coachability 15, communication 10. For an SDR: drive 25, coachability 20, discovery 20, communication 15, objection handling 10, process 10.
The rating scale
Use the same four-point anchored scale across the loop. 1, Strong no: clear gaps on this competency, for example pitched before understanding the problem or got defensive under a mild objection. 2, Lean no: some ability but inconsistent; would need heavy coaching to reach the bar. 3, Lean yes: solid, demonstrated competence; would carry a quota with normal ramp. 4, Strong yes: clearly above the bar; you would want them mentoring others on this dimension.
For sales especially, score behavior you observed in the room, not the resume. A candidate can claim 140% of quota at their last job; what you can actually score is how they ran your mock discovery call and how they responded when you pushed back. Anchor every rating to something they did in front of you.
Mock pitch and discovery prompts
The role play is the most valuable signal in a sales loop. Run a structured mock and score it. Discovery prompt: "I am the VP of Operations at a 200-person logistics company. Run the first ten minutes of a discovery call with me." Score whether they research-frame, ask open diagnostic questions, quantify pain, and avoid pitching prematurely. Objection prompt: mid-pitch, say "This sounds expensive and we already use a competitor." Score whether they isolate the concern, reframe value, and keep the conversation moving.
Coachability prompt: after the mock, give one specific piece of feedback ("you jumped to the demo before understanding their process") and then ask them to redo a short segment. Score whether they actually adjust. Behavioral prompts: "Tell me about your worst sales month. What happened and what did you change?" and "Walk me through how you currently keep your pipeline and forecast accurate."
For SDRs, add a cold-outreach exercise: "Write the opening line of a cold email to that VP of Operations and tell me why you chose it." You are scoring relevance and brevity, not polish.
How to score and reach a decision
Each interviewer scores independently before the debrief. Capture the specific behavior behind every rating: "Scored 4 on objection handling because when I said we already use a competitor, they asked what was working and what was not before reframing, instead of arguing." Evidence first, score second.
Combine scores as a weighted average per interviewer, then examine the spread. In sales hiring, watch for the halo effect: a charismatic candidate often gets uniformly high scores that collapse under specific questioning. If the high scores have thin evidence, treat them as soft. A candidate who scores a consistent 3 with strong evidence beats a candidate who scores a 4 on presence and a 2 on everything substantive.
Close with an explicit per-interviewer recommendation and a single decision owner. Record the reasoning so that when this rep ramps, you can check which interview signals actually predicted their performance and tighten the scorecard over time.
Live weighted rubric
Your sales criteria and weights become a structured rubric in Lehire, so charisma cannot quietly override discovery skill and coachability.
Evidence-based 0-100 fit score
Lehire turns criterion ratings and interview signal into one fit score per candidate, with the behavior behind each dimension attached.
Pipeline ranking
The Decision Engine ranks your AE or SDR pipeline against the same rubric so you compare reps on what predicts quota, not on who pitched best.
Interview intelligence
Scorecards capture the mock pitch and objection handling as structured signal, and the AI Interviewer can run a consistent first screen.
Hiring memory
Strong reps who did not fit this req stay on file with their evidence, ready to resurface when the next territory opens.
Hiring analytics
Connect interview scores to ramp and attainment so you learn which criteria actually predict a rep who hits the number.
A spreadsheet scorecard helps you start scoring sales reps consistently. Here is what changes inside a hiring decision intelligence platform.
Use cases
Scale an SDR team fast
When you are hiring ten reps a quarter, a shared rubric keeps the bar steady so the tenth hire is as strong as the first.
Compare against your top performers
Build the scorecard around the traits your best reps actually share, then score every candidate on those traits.
Reduce early sales attrition
Coachability and resilience are easy to skip in the room. Forcing a score on them catches reps who interview well but churn fast.
Turn this scorecard into a live, scored rubric
Load your sales criteria once and let Lehire collect evidence-based scores, resist the halo effect, and rank your pipeline on a single fit score.