Buyer Perspective · October 2026 · 3 min read
Faster at the wrong thing
Most sales AI speeds up what sellers already do. The teams getting results changed what sellers do.
Ask a sales leader what their team uses AI for, and the answers are usually the same. Faster prospecting. More email. Call summaries. Quicker proposals. All useful. None of it changes the result, because it makes the old motion faster rather than better.
Gartner's latest research on sales organisations suggests the teams that win with AI are doing something else.
What the research says
Gartner surveyed 227 chief sales officers in late 2025 and published the findings in May 2026. Two results stand out.
Changing what reps do pays. Sales organisations that give sellers AI-enabled next best actions are 2.6 times more likely to achieve commercial growth. The AI isn't doing the rep's work faster. It's pointing the rep at the right work.
Investing in the rep pays too. Organisations that prioritise upskilling sellers on AI are 2.4 times more likely to achieve strong revenue growth. The tool alone doesn't do it. The rep has to know how to use it to sell better.
Gartner's own conclusion, from analyst Greg Hessong: "Sales leaders who win with AI will not ask sellers to do everything they did before, just faster."
Why faster isn't working
There's a reason speed alone falls flat. In the same research programme, Gartner asked buyers what they want from sellers. 67% would rather buy without a rep at all. What they're avoiding is the pitch: the discovery questions, the feature demo, the proposal shaped to a spreadsheet.
AI that produces more prospecting, more email and more pitches produces more of what buyers are trying to escape. It makes teams faster at the wrong thing.
What buyers do value, by a wide margin over AI, is a rep who understands their situation and helps them feel confident about the decision. That takes time and skill. Which is where AI can help, if it's pointed there.
Our take
Handing reps Copilot or Claude doesn't improve sales on its own. Results come when reps use the right AI, in the right way, on the work that helps buyers decide.
AI's payoff in sales isn't speed. It's capacity and direction: free up the rep's time, then spend it on the work buyers actually want done, which is helping them decide.
That means three things for a sales leader:
- Point AI at the next right action, not the next task. Which deal needs attention, which stakeholder is missing, what the buyer still needs to feel sure. That's what the 2.6× teams are doing.
- Train the rep, not just the tool. The 2.4× teams invested in sellers' skills alongside the software. A rep who can't help a buyer decide won't be rescued by a faster inbox.
- Spend the freed time on buyers. Research estimates AI can free up around a tenth of a seller's week. That time is only worth something if it goes into conversations that help buyers decide, not into more outreach.
Work through this with other sales leaders
We run a 90-minute workshop for sales leaders on where AI helps selling and where it just speeds up the old motion. Next session: Wednesday 18 November 2026. About the workshop.
Go deeper
For readers who want the sources and more.
Read the originals
- Gartner, "Sales Organizations That Provide AI-Enabled Next Best Actions Are 2.6x More Likely to Achieve Commercial Growth" ↗20 May 2026 · 2.6× next best actions; 2.4× upskilling; Greg Hessong quote; 227 CSOs, Aug–Sep 2025
- Gartner, "67% of B2B Buyers Prefer a Rep-Free Experience" ↗9 Mar 2026 · 67% rep-free
- Gartner, "69% of B2B Buyers Turn to Sales Reps to Validate AI-Generated Insights" ↗20 May 2026 · Buyers rate reps ahead of AI on understanding needs and confidence
- McKinsey (as used in our first story, captured and checked) ↗2025 · AI frees about 10% of a seller's time
"Commercial growth" and "strong revenue growth" are Gartner's terms; the release does not define them. Both findings are survey associations, not proof of cause.
