For hiring managers
AI interview questions for sales candidates
Most sales candidates now say they use AI. The interview has to find out how. Some candidates send more generic outreach faster. Others use AI to prepare better for each buyer, keep call records accurate, and take every price and term from an approved source.
The twelve questions below cover the six skills Emeri measures, two questions per skill. Each one comes with what a strong answer shows and what a weak answer shows, so two interviewers can score the same answer the same way.
How to use these questions
- Ask for a real example
- Each question works best when the candidate describes work they have done. When an answer stays general, ask what they did the last time, and what happened next.
- Ask every candidate the same core questions
- Pick four to six questions before the interviews start. The same questions make answers comparable across candidates.
- Score the behavior, not the vocabulary
- A candidate who names many tools or uses the right terms has not shown the skill. Score against the strong and weak notes under each question.
- Pair the interview with a short work sample
- If the job uses AI, let the candidate use it in the sample. Ask for the requests they wrote and a note on what they changed. An interview shows how a candidate talks about the work. A sample shows the work.
Asking well
Asking for what you need clearly enough to get useful results. What this skill looks like for sales professionals.
Question 1
A rep asked an AI tool: "Write a follow-up to a prospect who went quiet after our demo." What is missing from that request?
A follow-up with no stated goal asks the buyer for nothing in particular. This question shows whether the candidate knows what a request needs before it reaches the model.
A strong answer
Adds the buyer’s role, what the demo covered, and what the buyer said about it. States the one action the email should ask for, such as a reply with a date. Sets a length. Rules out invented urgency, discounts, and claims the rep cannot support.
A weak answer
Adds "make it personalized" or "make it compelling" and nothing more. Or says they would generate several versions and send whichever sounds friendliest.
Question 2
Next week you meet a buyer from an industry you do not know. How would you ask an AI tool to help you prepare your discovery questions?
Discovery quality decides much of what follows in a deal. This question tests whether the candidate asks for help that keeps the call open and led by the buyer.
A strong answer
Names the buyer’s role, the industry, the problem they expect, and the decision they need to learn about. Asks for open questions sorted by what they need to learn, not a script to read. Asks the tool to explain unfamiliar industry terms, then confirms those terms in a trusted source.
A weak answer
Asks for "a discovery call script" and plans to read it in order. Or asks for questions with no detail about the buyer and uses the generic list that comes back.
Giving good context
Giving AI the background, data, and limits it needs. What this skill looks like for sales professionals.
Question 3
A procurement lead joins a deal in its final weeks. What would you give an AI tool to help you prepare for your first meeting with them?
An AI tool has no view of a deal unless the rep supplies one. This question tests whether the candidate can choose the account material that matters for one new person.
A strong answer
Writes a short deal summary: the people involved and their priorities, the points already agreed, and the open issues. Includes any procurement requirements the buyer has shared. Separates what the buyer has confirmed from what the rep assumes.
A weak answer
Gives the company name and asks for "common procurement objections." Or pastes the full email thread and leaves the model to work out where the deal stands.
Question 4
An AI draft you are about to send describes a product feature your company retired last year. What does that tell you about how the draft was set up?
Models often hold an old or confused picture of a company’s products. This question tests whether the candidate traces a wrong claim back to the material the model was given.
A strong answer
Recognizes that the model wrote from its own outdated knowledge because no current product description was supplied. Supplies the approved, current description any time an email or proposal describes the product. Keeps that description up to date and ready to paste.
A weak answer
Deletes the one sentence and sends the rest without asking how it got there. Or concludes the tool is unreliable for product content and stops using it, with no change to how they set it up.
Checking the work
Spotting mistakes, checking sources, and knowing what to trust. What this skill looks like for sales professionals.
Question 5
An AI summary of your call says the buyer "agreed to move forward next quarter." What would you check before that goes into the CRM?
AI summaries tend to make a buyer sound more committed than they were. This question tests whether the candidate protects the accuracy of the pipeline.
A strong answer
Compares the line with the transcript or their own notes. Separates interest from a commitment and records the buyer’s actual words. Checks dates, owners, and any pricing mentioned. Considers how the entry would change the forecast if it were wrong.
A weak answer
Keeps the line because it matches their sense of how the call went. Or softens one word and leaves the claimed commitment in place.
Question 6
An AI brief for tomorrow’s meeting names the prospect’s chief financial officer and describes an acquisition they made this year. How would you check it?
A rep who gets the buyer’s company facts wrong in a first meeting loses credibility early. This question tests whether the candidate checks research about people and events against current sources.
A strong answer
Lists each named person, event, and figure. Confirms them on the company’s leadership page, press releases, or filings, and checks the dates. Knows that models report former roles as current and merge facts from similar companies. Drops anything they cannot trace to a source.
A weak answer
Trusts the brief because it is detailed and reads well. Or asks the same tool whether the facts are correct and accepts its answer.
Putting it together
Turning prompts, tools, and steps into a repeatable workflow. What this skill looks like for sales professionals.
Question 7
After a call, your recap email, CRM note, and forecast comment each describe the call a little differently. How would you set up your process to prevent that?
Reps repeat the same post-call work many times a week. This question tests whether the candidate can build a routine that produces consistent records.
A strong answer
Produces one summary from the transcript and checks it against the call first. Builds the recap, the CRM fields, and the forecast comment from that checked summary, each with a saved prompt. Places their own read before anything reaches the buyer.
A weak answer
Corrects the three outputs by hand each time and accepts that they drift. Or plans one large request that produces everything at once with no point where they confirm the summary.
Question 8
Your team wants to send an AI-drafted outbound sequence to a new segment. What would you put in place before the first message goes out?
Errors in automated outreach repeat across every prospect who receives them. This question tests whether the candidate designs review into a process that runs at volume.
A strong answer
Defines the segment and the single reason to reply. Limits product claims to approved wording. Makes sure each personal detail comes from a checked source. Reads the first batch before sending and samples later batches. Sets rules for stopping the sequence when a prospect replies or opts out.
A weak answer
Launches the sequence and judges it by reply rate alone. Or assumes that an approved template means no message needs a human read.
Getting real work done
Using AI to finish real work, not just make a first draft. What this skill looks like for sales professionals.
Question 9
Walk us through a proposal you finished with AI help. Where did the pricing, the scope, and the terms come from?
A proposal is only useful if the buyer can take it to their approval committee as written. This question tests whether the candidate keeps figures and commitments tied to approved sources.
A strong answer
Says the pricing came from the approved quote and the terms from the contract template. The scope came from notes the buyer had agreed. AI structured the document and drafted the narrative. Describes a final read from the point of view of the buyer’s finance lead.
A weak answer
Cannot say where a figure came from. Or describes the AI producing prices, discounts, or terms that they then adjusted until they looked right.
Question 10
Your champion asks for a business case they can present to their finance team this week. How would you use AI to produce it?
A business case travels inside the buyer’s company without the rep in the room. This question tests whether the candidate can deliver a finished document that holds up there.
A strong answer
Uses the buyer’s own figures, or labels each estimate and states its assumptions. Uses AI to organize the case and write it in terms the finance team uses. Reviews the draft with the champion before it goes further. Leaves out returns no one can support.
A weak answer
Asks the AI for savings or return figures and includes them as facts. Or sends a list of generic benefits that the finance team cannot test.
Keeping it safe
Protecting private information and using good judgment. What this skill looks like for sales professionals.
Question 11
Would you paste one customer’s negotiated quote into an AI tool to help draft a proposal for a similar buyer? Why or why not?
Negotiated prices are confidential and often protected by contract. This question tests whether the candidate recognizes how a convenient shortcut can expose one customer to another.
A strong answer
Says no. Explains that the quote holds one customer’s confidential pricing and may fall under a confidentiality clause. Notes that it could surface in the new buyer’s document. Starts from the price book or the quoting system instead, and uses only tools the company approves for deal data.
A weak answer
Says it is fine once the customer’s name is removed. Or says it is fine because the proposal stays internal until it is sent.
Question 12
An AI tool drafts outreach that refers to a prospect’s recent personal post about a family event. Would you send it?
AI research can surface personal details a prospect never shared with the seller. This question tests whether the candidate judges what is appropriate to use, not only what is findable.
A strong answer
Does not send it. Removes the reference. Keeps research to the prospect’s professional role and their company’s public information. Explains that using personal details the prospect did not share with them damages trust. Adjusts the research request so the tool stops gathering that kind of detail.
A weak answer
Sends it because the post is public and a personal touch builds rapport. Or edits the wording so the reference is less direct and keeps it.
For what each skill looks like in this role at every band from E1 to E4, read AI skills for sales professionals. These questions are written for interviews. They are not taken from the Emeri assessment.
Questions
What AI skills should I look for when hiring a salesperson?
Look for all six skills Emeri measures: asking well, giving good context, checking the work, putting it together into workflows, getting real work done, and keeping it safe. In sales, give extra weight to checking the work and keeping it safe. A sales draft often goes straight to a buyer. Sales teams also handle personal contact data and confidential pricing.
Should sales candidates be allowed to use AI in a call-prep or outreach exercise?
If the job uses AI, yes. Ask candidates to include the requests they wrote and the source for each fact about the account. A fact with no source tells you more than the polish of the email does.
Are these questions taken from the Emeri exam?
No. These questions are written for interviews and are never exam items. The Emeri assessment uses its own questions and scenarios, graded against the same six skills.
How do I confirm a candidate’s Emeri credential?
Every Emeri credential has a public verification page. It shows the band, the assessment date, and a profile across the six skills. The employers page explains how to read one. No account is needed.
Evidence beyond the interview
Emeri assesses the same six skills with graded work, and each credential has a public verification page. Read how to check a candidate’s credential, or see how teams use Emeri assessments.