How to assess · For hiring teams

How to Assess Sales Discovery Skills When Hiring

The test formats that actually work for Sales Discovery, what a strong answer looks like, sample questions and a scoring rubric you can use as-is.

The short answer

Assess Sales Discovery with a task, not a conversation: discovery role-play, call review, ai-scored assessment (e.g. cohesyve) or qualification write-up. Score it against written criteria you fix before you see any submissions, and weight the criteria that the role actually depends on.

Prepares for the conversation and opens with context, not a pitch
Asks open questions that uncover the problem, its cost and who cares
Listens and follows the thread rather than working through a script
Establishes decision process, timeline, budget and alternatives without interrogating

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Discovery is the part of selling that decides everything after it, and it is the part most salespeople are worst at. They pitch too early, ask questions whose answers they do not use, and leave the call without knowing the buyer's real problem, timeline or decision process. Then the deal stalls and nobody knows why. This page covers how to assess discovery for account executive, SDR and solutions roles: question quality, listening, qualification, and the judgement to know when a deal is real.

Why Sales Discovery is worth testing

Weak discovery fills the pipeline with deals that will never close and wastes the time of everyone who works them. A candidate who cannot uncover the pain, the stakes and the process in a first conversation will have a forecast nobody trusts. A short role-play or scenario shows discovery skill directly and cheaply, and it predicts win rates better than any résumé.

What strong Sales Discovery looks like

Prepares for the conversation and opens with context, not a pitch
Asks open questions that uncover the problem, its cost and who cares
Listens and follows the thread rather than working through a script
Establishes decision process, timeline, budget and alternatives without interrogating
Qualifies honestly and can say when a deal is not real
Summarises what was learned and agrees next steps
Records discovery so the rest of the team can use it

Ways to assess Sales Discovery

Discovery role-play

Play a prospect with a brief that includes a hidden pain, an unstated decision-maker and a soft timeline. Give the candidate twenty minutes. Score what they uncovered.

Pros

The most direct test; outcome is measurable by what was found.

Cons

Needs a consistent counterpart script.

Best for AE and SDR roles.

Call review

Provide a transcript of a mediocre discovery call and ask what was missed and what they would have asked.

Pros

Tests judgement without performance anxiety.

Cons

Passive.

Best for Screening.

AI-scored assessment (e.g. Cohesyve)

Generate a sales discovery task from the job description — a recorded response to a prospect scenario, a call critique, a qualification write-up — with a rubric. Each candidate receives a different variant; the written or recorded response is scored against it.

Pros

Asynchronous and consistent across a large pool; a different scenario per candidate removes rehearsed answers; voice and written formats both work for customer-facing skills.

Cons

Cannot observe live interaction; keep a role-play for shortlisted finalists.

Best for Screening an applicant pool fairly before interview time is spent.

Qualification write-up

Give discovery notes and ask whether the deal is qualified and what is missing.

Pros

Tests honesty and rigour.

Cons

Narrow.

Best for Any level.

Cohesyve

Run a Sales Discovery assessment on your next opening

Cohesyve generates a unique Sales Discovery task per candidate from your job description, with the scoring rubric attached. Questions are different for every applicant, so they cannot be shared or looked up.

Try it free →Book a 30-min demo

What to test

Question quality

Whether questions uncover what matters.

Write the five questions for a first call with a given prospectTurn a closed question into one that reveals the problemAsk about cost of the problem without leading

Listening and adaptation

Whether they follow the buyer.

Follow up on a throwaway comment in a transcriptNotice the unstated stakeholderResist pitching when the buyer opens a door

Qualification

Whether the deal is real.

Establish the decision process without interrogatingIdentify what would make this deal not happenDecide whether to pursue and why

Next steps and handoff

Whether the conversation leads somewhere.

Summarise and agree a next stepWrite discovery notes a colleague could useSet up the next conversation with the right people

Sample Sales Discovery questions

A prospect says they are "just looking". What do you say?

Entry

Look for Curiosity about what prompted the look; a question, not a pitch or a retreat.

What do you need to know by the end of a first call?

Entry

Look for The problem and its cost, who owns it, how decisions get made, timeline, alternatives, and whether to continue.

The buyer is enthusiastic but vague about who decides. What do you do?

Mid

Look for Ask about the process gently, map stakeholders, get introduced, do not assume the champion can buy.

When do you disqualify a deal?

Mid

Look for No real pain, no budget path, no timeline, no access to decision-makers; honesty over pipeline volume.

Review this discovery call. What was missed?

Senior

Look for Identifies pitching too early, unasked questions about cost and process, missed cues; proposes better questions.

Red flags

Pitches in the first five minutes
Works through a question list regardless of answers
Leaves without knowing the decision process
Never disqualifies
Cannot state the buyer's problem in their own words

Scoring rubric

Criterion	Weight	What strong looks like
Question quality	30%	Uncovers problem, cost, process, timeline.
Listening	25%	Follows threads; notices what is unsaid.
Qualification honesty	25%	Says when a deal is not real.
Next steps	20%	Clear, agreed, documented.

Mistakes hiring teams make

Scoring charisma rather than what was uncovered
Not using a consistent prospect script
Rewarding pipeline volume over qualification
Skipping the call-review exercise
Assuming quota attainment proves discovery skill

Roles that need Sales Discovery

Account ExecutiveSales Development RepresentativeBusiness Development RepresentativeSolutions ConsultantCustomer Success ManagerSales Manager

Common questions

How do I keep role-plays consistent?

Same prospect brief, same hidden facts, a scorecard of what should be uncovered, and the same interviewer where possible.

What is the best single discovery question?

Ask what they need to know by the end of a first call. The list reveals whether they sell or interrogate or pitch.

How long should a discovery assessment take?

Twenty minutes for a role-play; thirty for a call review.

Can discovery be assessed asynchronously?

Yes. A recorded response to a written prospect scenario, or a call critique, tests question quality and judgement well; confirm live with finalists.

Cohesyve · Skill assessments for hiring

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