An artificial intelligence project without a business owner—someone whose annual target depends on the process working better—will never reach production. It may have an excellent model, a competent team, and sufficient budget, and still stall, because when it comes time to decide on exceptions, advocate for the next phase, or accept a change in how a team works, there will be no one with the authority and incentive to do so.
It is the least technical and most frequent cause of failure.
In most projects there is an executive sponsor: someone who approved the budget and appears on the monitoring committee. It's not the same thing.
Role | What are you doing | What it doesn't do |
|---|---|---|
Sponsor | Approves budget and provides political cover | Deciding on specific cases |
Business owner | Responsible for the outcome of the process | Write code |
Technical Manager | Build and operate the system | Deciding what is acceptable for the business |
Key user | It provides real knowledge of the process | Prioritize among departments |
All four roles are necessary. The one that is almost always missing is the second one, and its absence is noticeable at three specific points in the project.
When exceptions appear. Someone has to decide what gets automated and what scales to a human. It's a business decision with risk implications, not a technical choice.
When a team needs to change how it works. Redesigning the workflow is what generates returns, and it's also what creates resistance. Without business authority, that resistance wins.
When it's time to defend the next phase. Moving from pilot to production requires additional funding and involves a risky decision. A technical manager can argue for it; only a business manager can sign it off.
It's nobody's fault; it's a natural progression. The initiative usually originates in innovation or systems, because they're the ones who know the technology. The business area collaborates, but doesn't feel ownership of it, because their annual objective lies elsewhere.
The result is a project that works technically but goes unclaimed. When budget review comes around, it's at a disadvantage compared to initiatives with a director behind them championing them.
The alarm signal is easy to detect: If, when asking "whose project is this?", the answer is a department and not a person, The project is at risk regardless of its technical quality.
The owner is the one who suffers the problem, not the one who knows the solution. If the project reduces file management time, the owner is the operations director, not the systems director.
Their objective must change. If the process improves a 30% and its annual target remains the same, there is no real incentive. Ownership is demonstrated on the target sheet, not in the committee minutes.
You must have authority over the entire process. If the process goes through three departments and the owner only has control over one, decisions will be blocked at the borders.
You must be able to stop the project. It is the definitive proof of ownership. Whoever cannot cancel it cannot defend it either.
There's no need to reorganize anything. Three steps:
Identify which line item in the budget the benefit would appear on. If the project reduces the management cost of a department, that department has the natural owner.
Propose the property to him with the metric included. Not "Will you take charge of this project?", but "If this works, your cost per file will decrease by X; are you willing to commit to that number?".
Transfer the decision to continue. From that point on, the decision of whether the project continues is not made by technology.
If no one accepts the property under those conditions, it's a valuable sign: The project probably doesn't solve a problem that bothers anyone enough.. Discovering it in week three is much cheaper than discovering it in month fourteen.
For a department with several AI initiatives underway, there's a review that costs a meeting and reorganizes the entire portfolio: For each project, name the person whose bonus is affected if it goes well..
The projects with that name are the ones that will go into production. Those without it are candidates to become permanent pilot projects, and it's advisable to decide now whether to assign them an owner or shut them down.
Both decisions are better than leaving them where they are.
This is the person whose objective depends on the improved functioning of the affected process and who is responsible for the outcome, not the implementation of the tool. This differs from the executive sponsor, who approves the budget and provides funding, and the technical lead, who builds and operates the system.
Because in three critical moments there is no one to decide: when exceptions appear and it is necessary to determine what to automate, when it is necessary to change how a team works, and when it is necessary to defend the budget for going into production against other initiatives.
The person experiencing the problem, not the one who knows the solution, is responsible. If the project reduces file management time, the owner is the operations manager. Furthermore, they must have authority over the entire process and the ability to stop the project.
Verifying that the person's annual objective changes with the project's outcome. Ownership is demonstrated in the objectives sheet, not in the monitoring committee minutes.
Four: what level of success is acceptable given the cost of error, which cases are automated and which are escalated to a person, what changes in the way the team works, and what is the threshold below which the project stops.
Identify the budget line where the benefit would appear, offer ownership to the responsible party along with the agreed-upon metric, and transfer the decision to continue to them. If no one accepts under these conditions, it's a sign that the project doesn't solve a sufficiently critical problem.
Do your AI projects have an owner or just a budget? We help define the business case, metrics, and ownership before building anything. Two hours of analysis, no obligation. Let's talk →
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