The setup is familiar to anyone who has worked inside a large company. A small group of talented people gets a mandate, a budget and a deadline. They build something impressive, hand it to the business, and the business goes back to doing things the way it always has.
Many AI tiger teams are running that same play right now.
Why it feels like the right move
Handing AI to a tiger team feels decisive. It signals that the company is serious, it moves fast and it keeps AI from distracting everyone else. The team often does excellent work. They build working tools, run solid pilots and give great demos.
The trouble starts at the handoff.
Why tiger teams stall
They have no authority over the work. A new tool only creates value when the work around it changes: who does what, which steps disappear, which decisions move. A tiger team cannot redesign a department it does not run.
Nobody owns the value. The tiger team owns the tool. The business leaders own the results. When those are different people, the tool gets deployed and the results get measured by nobody.
The organization was built for the old work. Roles, approvals and incentives were designed before AI. Until they change, people route around the new tool.
People are unsure what it means for them. If the people doing the work suspect AI is coming for their jobs, they will be polite about the pilot and quietly keep doing it the old way.
None of those are technology problems, so no technology team can solve them. That is why PwC found 56% of CEOs have seen neither higher revenue nor lower costs from AI.
Set it up to succeed
You do not need to disband the tiger team. Put it in service of the right owners.
- The CEO defines the value. Which economics should AI change, and by how much?
- Business leaders own the work redesign. Each one is accountable for how the work in their area changes, and for the result.
- The tiger team builds for them. Its job is to make the business leaders' redesign possible, on their timeline.
- Leaders go first with their people. They use the tools openly and are honest about what it means for roles.
Where are your pilots now?
Make a list of every AI pilot your company has run in the last year, and next to each one write the name of the business leader who owns its result. If that column is mostly empty, start with the AI Readiness Check, or read how we help CEOs lead it on our AI and leadership page.
Frequently asked questions
What is an AI tiger team?
A small group given a mandate and budget to bring AI into the company quickly, usually by building tools and running pilots on behalf of the business.
Why do AI tiger teams fail to deliver value?
They can build tools, but they rarely have authority to redesign the work, roles and decisions around those tools, and nobody in the business owns the result.
Should we get rid of our AI team?
No. Keep it, and have it build in service of value the CEO has defined and work redesign that business leaders own and are accountable for.
Related service: AI and leadership
