AI has quietly rewritten the first hour of a sales person's day. Research that used to take twenty minutes an account now takes two. Follow-up emails write themselves. Call notes appear before the seller has left the meeting. What has not changed is the part that decides whether you win: a human being deciding whether to trust you with a problem that matters to them.
That gap is where most hiring processes now fail. They either over-index on tooling, and hire people who can operate a stack but cannot hold a discovery conversation, or they ignore tooling entirely and hire someone who will be slower than the market for the next three years.
Hire against three tests, not one
A useful interview process tests three things separately, then looks at how they combine.
- Experience. Has this person sold at your deal size, cycle length and buyer seniority? Ask for quota, attainment, average deal size and cycle in the same format for every candidate.
- Modern GTM fluency. Do they use the current toolset with judgement? The question is not which platforms they have logged into, but what they changed as a result of using them.
- Human ability. Can they run a real conversation, listen properly, and make a commercial argument that a buyer would find credible?
Ask better tooling questions
"Have you used AI in your role?" produces a rehearsed answer. These do not.
- Show me how you would research this account in ten minutes. What would you look for and what would you ignore?
- Where has AI made your outreach worse, and what did you stop doing?
- What part of your follow-up do you refuse to automate, and why?
Good candidates have opinions here. They have tried things, seen relevance drop, and pulled back. Weak candidates talk about volume.
Test selling ability directly
Most interview processes discuss selling instead of observing it. Replace one competency interview with a live exercise: a fifteen-minute discovery conversation with a member of your team playing a realistic buyer. You are not looking for a polished pitch. You are looking for question quality, listening ratio, whether they follow the thread, and whether they can summarise what they heard.
Score it against the same criteria for every candidate. Written scoring prevents the confident candidate winning on presence alone.
Watch out for the volume trap
A candidate whose numbers came from a business with exceptional inbound demand may struggle in a cold market, and the reverse is also true. Ask where their pipeline actually came from. It is one of the highest-signal questions in sales hiring and it is asked far too rarely.
Decide what you will not compromise on
Every hire is a trade-off between industry knowledge, sales skill, tooling fluency and cultural fit. Write down which two matter most before you interview anybody. Teams that decide this in advance make faster decisions and lose fewer good candidates to a slow process.
The short version
Hire people who use modern tooling to spend more time in front of buyers, not less. Technology has changed how people sell. It has not changed why people buy.