The hiring ceiling no longer holds
For most French SMBs, the 2026 equation is tight: markets asking for more, candidates getting rare, payroll costs weighing heavy. The historical reflex — “we hire to absorb it” — isn’t available anymore.
The other option is to unlock existing capacity. Your people spend on average 30 to 40% of their time on tasks no one could reasonably call “value-added”. That’s where an AI assistant becomes a financial subject, not just a technical one.
Three capacity levers, in this order
Across the SMBs we work with, the capacity gain comes from three levers, almost always in this order:
On sales: from quote to follow-up
A sales rep spends on average 35 to 45% of their time writing (quotes, proposals, meeting recaps) and 15 to 25% looking up information in internal tools. That’s half their time on non-selling.
An assistant fed with the last 200 quotes, product sheets, and commercial terms:
- Produces a coherent quote draft in 30 seconds.
- Answers internal pricing questions instantly.
- Summarizes a meeting recap from raw notes.
Typical gain: +25% of time available for selling, without changing a single role.
On support: 60% of questions shouldn’t escalate
60 to 80% of first-tier customer questions are recurring: delivery terms, order status, product usage, basic FAQ. A customer assistant intercepts these with terms cited, technical sheets, and customer history.
Effect: your support team focuses on the 20% that need a human. Perceived service goes up. Cost hasn’t moved. See also Five concrete ways AI transforms an SMB.
On admin: the minutes you never bill
Archive lookup, filing, locating documents, consistency checking: that’s the invisible iceberg of an SMB. 5 to 10 hours per person per month go in there.
An internal assistant handles 80% of it. The recovered hours go back to production or sales — your call.
What the numbers say
These numbers are medians across 30+ SMB deployments between 20 and 100 people. To calibrate your case, the simulator on the pricing page gives an order of magnitude in two minutes.
See also our SMB use cases for situations close to yours.
Twenty minutes to identify the two or three levers that weigh the most in your SMB. We size the effort, we size the gain.
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