03 July 2026
Use it or lose it: licence doctrine for AI seats
Stop paying for shelfware. Measure licensed versus active, run 30/60/90 reclaim cycles, and renew on evidence tied to realised value.
DIGITAL SKILL WORKS LTD / 12 PANES
Licence is where money becomes visible. If seats sit idle while the board hears adoption stories, you are funding usage theatre. Use it or lose it is the doctrine for Pane 07 Licence.
McKinsey’s State of AI 2025 shows about 88 percent of organisations using AI in at least one function, with only about 39 percent reporting any enterprise EBIT impact. Buying more seats does not move you into the small set of high performers (about 6 percent) unless work and value change with them.
The shelfware problem
Licensed is not working
Shelfware is a paid seat or credit pool with no meaningful weekly use. It inflates “adoption” on renewal slides and starves teams that would use the tool.
Why it grows
Spray rollouts, unclear cohorts, and fear of taking licences back create silent waste. Gartner’s April 2026 I&O survey finds only 28 percent of AI use cases fully succeed against ROI expectations. Spend without utilisation discipline feeds that stall.
Licensed versus active
Define the signals
Track licensed seats, weekly-active users, and cost per active user. Add waitlist size so reclaim has a home. Tie active use to task outcomes where you can.
Steward weight
In Counsel, Steward challenges renewals that lack active-use evidence. Cartographer supplies the numbers. Chair closes with owners.
30/60/90 reclaim cycles
Cadence that people can predict
At 30 days dormant, warn and offer clinic help. At 60, schedule reclaim. At 90, reclaim unless a named exception exists. Publish the rule so it feels fair.
Pair reclaim with enablement
Reclaim without clinics breeds shadow tools. Pair every reclaim wave with Adoption support for people who still need the capability.
Cohort targeting
Waves beat spray
Assign seats to cohorts with mapped tasks and champions. Read Stop spraying seats and keep Wave 0 order from Start.
Proven demand first
Move waitlisted teams into seats freed by reclaim before you buy more. That is how you prove value beyond usage theatre.
Renewal on evidence
Pack for procurement and finance
Renewal packs show licensed versus active, reclaim yield, cost per active user, and realised value against the frozen case. Link to value realisation.
External standards stay honest
FinOps-style habits help finance and IT share language. Do not invent benchmarks. Use your estate data. Optional reading: cloud cost principles on the FinOps Foundation site as secondary method context, not a claim that your programme is certified.
FAQ
What counts as dormant?
Agree a weekly-active threshold with finance and the adoption lead. Document exceptions for seasonal roles.
Will reclaim anger the business?
Surprise reclaim will. Published 30/60/90 rules plus clinic support usually will not.
Who owns Licence?
Typically IT asset or FinOps with Adoption as partner. Steward dial stays high in cost-out profiles.
How does this fit Wave 0?
Licence follows Cost and Value so you reclaim against a known stack. See Wave 0 sequence.
What does week 1 look like on a package?
A dormant-seat scan plan and first reclaim candidates. Details on offerings.
Where do I read next?
Secure before Copilot if exposure is open, or See before you scale if priority is fuzzy. DIGITAL SKILL WORKS LTD / 12 PANES