Don't saw off the middle rung
By Dino Nokic · OCT 2026 · 4 MIN READGartner published two numbers about procurement leaders on Thursday, and they don't fit together. 63% of senior procurement leaders expect AI to significantly improve procurement performance over the next three years. Only 25% have undertaken job and role redesign as a direct result of implementing AI. The data comes from 213 senior procurement leaders, plus 134 more inside a 1,303-person C-suite survey, both concluded in April.
So most of them expect the work to change a lot, and three in four haven't redesigned the jobs that do the work. Gartner's name for where that leads is "job chaos." I'd call it what it looks like from the floor: the tool changes the job, and nobody tells the person sitting in it.
AI lands in the middle
The detail worth reading twice is where Gartner says the pressure lands. Not at the bottom, not at the top. Middle-skilled roles — because their work is standardized, and standardized work is exactly what AI picks up first. Demand, they say, is shifting toward two ends: lower-skilled roles that lean heavily on AI, and higher-skilled roles built on creativity and complex problem solving.
Procurement isn't my world, but I know that shape. In transportation and logistics the middle is the person who checks the paperwork, matches the rate, chases the update, flags the exception. Repetitive, rule-shaped, high-volume. It's the first thing anyone points an AI at, and honestly, it should be. Nobody got into this business to retype a document number.
The middle is where judgment gets made
Here's my read, and it goes past what the survey measured. The middle isn't only a cost line. It's the apprenticeship. Every senior operator I know learned judgment by doing years of that standardized work — seeing a thousand normal loads, so the one weird one jumped out at them. Exceptions only look obvious to people who've seen enough of the rule.
If AI takes the middle and nobody redesigns the roles, you don't just save hours. You quietly remove the rung people used to climb. The senior people you have today are fine. The ones you'll need in five years never got the reps. That's the part of "job chaos" that doesn't show up on any dashboard until it's too late to fix.
Redesign is a map, not a memo
Gartner's first recommendation is to audit roles with the employees and decide which responsibilities stay with people and which shift to AI. Good — that's the right order, and it's the step most companies skip. I'd add two things from doing it.
First, keep the judgment on the rung. When we pointed intelligence at the inbound inbox, the system took the reading, sorting and drafting. The decision stayed with a person: the system drafts, a person approves, nothing goes out without them. Reaction time went from three-plus days to about a minute, and escalations dropped from seven to ten a day to three to five within six weeks. The people didn't lose the work that teaches. They lost the typing. They kept the call.
Second, Gartner recommends a "workforce sandbox" where people can test AI safely. Fine — but a sandbox without a baseline is a playground. Count the role's work for a week before you change it, so when the redesign lands you can say what moved.
If you're in the 75%
Pick one middle-skilled role. Sit with the person in it and list every task on its own line. Mark each one: the machine can carry it, the person must keep it, or the person must learn from it. That third column is the one nobody writes down, and it's the one that decides whether you'll have senior people in five years.
Sixty-three percent expect AI to transform the work. Twenty-five percent have redesigned the jobs. Take the typing out of the middle — but leave the judgment on the rung, or you'll find out in five years that nobody climbed it.