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AI Exit Drill

Practise losing an AI tool before the renewal date decides it for you. One real piece of recurring work, run two ways, with the records your own approvers need.

Get it for $149
One-time. Updates included.
“Battle-tested in production environments.”
That is how Jared Spataro, Microsoft’s CMO for AI at Work, described my free, open-source Copilot prompt library in the AI at Work newsletter, February 2026. He was citing that free repo, not this product.

The situation

A renewal is coming and nobody can say what happens if you do not sign. The team has an answer, and it is either "we would lose everything" or "we could rebuild it in an afternoon". Neither has been tested.

The dependency that matters is rarely the connector everyone points at. It is the corrections people typed into the tool for eleven weeks and never wrote down anywhere else.

What this is

AI Exit Drill runs one real piece of recurring work two ways: your current tool and method as Source A, the proposed one as Candidate B, across two dated source sets where the second changes a material fact. Seven decision gates say what the evidence actually supports.

A fictional four-document source set is supplied so the team can rehearse first, with an optional complication that changes what the sources cover halfway through. Worked KEEP, HOLD and LIMITED SWITCH dossiers show which evidence moved the decision instead of asserting the answer.

What you end with is records: the source freeze, the runs, the corrections, access and manual fallback, effort and waiting time counted separately, source coverage, the exit decision itself, and a restart record for whoever picks the work up next.

What is inside

  • The two-round drill: Source A against Candidate B, two dated source sets, seven decision gates
  • A fictional four-document source set for the rehearsal, with an optional coverage complication
  • Worked KEEP, HOLD and LIMITED SWITCH dossiers showing which evidence moved the decision
  • Blank records for the source freeze, the runs, the corrections, access and manual fallback, effort and waiting time, source coverage and the exit decision
  • A restart record for whoever picks the work up next
  • Two Excel workbooks, one for the operator and one for the reviewer
  • Four staged operator packets, plus private reviewer examples
  • Five editable text prompts for an approved AI assistant, optional throughout
  • A captioned walkthrough video, 2:14, with its printable transcript in eight steps
  • 29 documents, 52 pages. Every one ships as PDF and as editable Word, and the single PDF-only file is the collected owner copy of all of them.

Who it is for

  • Whoever owns an AI tool renewal and has to justify the answer either way
  • Teams whose recurring output now depends on an assistant nobody has tried working without
  • Governance, procurement and FinOps people who need evidence rather than a vendor comparison table

Who it is not for

  • Consultants running drills for client organisations, paid or unpaid. That is the Trainer and Reseller tier in Article 3.4, and this licence does not cover it.
  • Anyone expecting a verdict on a vendor. The pack ranks nothing and names no winner. It produces the records; your approvers decide.
  • Work that authorises safety. Permit to work, lockout tagout, confined space, job safety analysis, incident classification and inspection sign-off stay with their named owners and their existing process, whatever any tool produces.
  • Anyone looking for a migration tool. It does not connect to, migrate or configure anything.

Not sure yet? Start free.

AI Exit Drill: free sample is free and covers the same ground at a smaller scale. If it is useful, this is the full version.

Download AI Exit Drill: free sample

Questions people actually ask

How long does a drill take?

The pack carries an 80-minute agenda. That is an agenda, not measured delivery time and not a savings claim. Inside a real run, waiting time is recorded separately from working time, because an access request and a slow method get fixed by different people.

Do we have to leave the tool?

No. Most drills should end in KEEP, and a documented KEEP is a result. What changes is that the answer is now evidenced, and the deadline on anything recoverable sits next to the renewal date instead of in a separate document.

Does it tell us which tool is better?

No. It will not tell you whether your vendor is any good and it ranks no platform. It produces the records that let your own approvers decide.

Are the scenarios real?

No. The supplied source set, the dossiers and the reference answers are authored teaching material, labelled fictional inside the files. The real drill runs on your own work.

What does the licence cover?

What it does not cover is running drills for client organisations, paid or unpaid, and reselling or redistributing the pack. Within that limit, one legal entity may run unlimited drills for its own people, including the contractors working for it, adapt and print the materials, hand participants their packets, and keep the records that result. Client delivery is the Trainer and Reseller tier in Article 3.4, which is not sold from this page: email mathieu@kesslernity.com if that is the plan. Licensed, not sold, under the Kesslernity License and Terms (KESS-LIC-2026-001), in the version in force on your purchase date.

Buying this with a company card?

Most buyers expense it. Your receipt email carries a Generate link that opens an invoice generator: add your billing address, put your legal company name and any reference your finance team needs in the Additional notes box, and download the PDF. If you have an EU VAT number, enter it at checkout and no VAT is charged. Here is the approval email, so you do not have to write one.

Approval email
Subject: Approval request: AI Exit Drill ($149, one-time)

Hi [Manager],

I would like to expense a one-time $149 purchase: AI Exit Drill by Kesslernity.

What it is: Practise losing an AI tool before the renewal date decides it for you. One real piece of recurring work, run two ways, with the records your own approvers need.

What we get:
- The two-round drill: Source A against Candidate B, two dated source sets, seven decision gates
- A fictional four-document source set for the rehearsal, with an optional coverage complication
- Worked KEEP, HOLD and LIMITED SWITCH dossiers showing which evidence moved the decision
- Blank records for the source freeze, the runs, the corrections, access and manual fallback, effort and waiting time, source coverage and the exit decision

Why it is worth it: it is a one-time purchase with future updates included,
and it costs less than an hour of any consultant we would otherwise ask.
The author publishes the open-source Copilot prompt library that Microsoft's
CMO for AI at Work cited as "battle-tested in production environments".

A downloadable invoice is available from the purchase receipt for expenses.

[Your name]

AI Exit Drill

Practise losing an AI tool before the renewal date decides it for you. One real piece of recurring work, run two ways, with the records your own approvers need.

Get it for $149

Licensed, not sold. The full License & Terms apply. Kesslernity is an independent publisher: this is independent analysis, not affiliated with, sponsored by, or endorsed by Microsoft. It is practitioner guidance, not professional, legal, or financial advice.