Product operations · Legal AI

The Pilot Ended. Who Owns the Product?

A new document type breaks a successful pilot. Follow the decisions needed to pause, repair and return.

A fictional chronology assistant passes a bounded pilot. Attorneys can trace events to source documents, the sponsor wants broader access, and the original project team is moving to its next assignment. Then a new matter introduces scanned attachments. The assistant starts treating document dates as event dates. The launch question has become an operating question: who acts, and what happens next?

Follow the failure across the organization

The attorney identifies the problem in review. Support records the affected workflow and routes the case. The product owner works with the practice sponsor to restrict the unsupported document class. Engineering investigates the failure, while evaluation owners add representative examples. Each handoff needs a named recipient and enough context to make the next decision.

A generic statement that “the business owns quality” is insufficient here. Who can pause access? Who communicates the restriction? Who decides whether the correction is adequate? The product owner coordinates those decisions, but should not substitute for attorney judgment or invent release authority that has not been agreed.

An operating agreement tested by a real event
1DetectAttorney

Conflicting date found

2ContainProduct + sponsor

Restrict affected scope

3RepairEngineering + evaluation

Fix and add failure cases

4Re-evaluateReviewers

Test held-out examples

5ReturnRelease authority

Approve bounded restart

Give the owner a decision, not just a title

Before rollout, I would ask the accountable product owner to name the outcome, the permitted scope, the support route and the evidence that can reverse expansion. Engineering needs capacity for reliability and fixes. Knowledge and data partners need responsibility for source eligibility and access changes. Enablement needs a way to teach the actual review workflow rather than merely announce a tool.

Those commitments belong in an operating agreement with the practice sponsor. It should specify who can narrow or suspend the workflow and who can authorize its return. A successful earlier evaluation is evidence about a particular scope at a particular time; it is not permanent permission to expand.

Reserve capacity for the product after launch

The roadmap must make room for evaluation updates, support, source changes and maintenance. Otherwise each incident competes with a queue of promised features, and the team is encouraged to treat ownership as an unfunded extra. The funding review should see those obligations alongside adoption and business outcomes.

In the chronology example, I would bring the restricted scope, affected users, correction effort and re-evaluation evidence to the next review. Depending on what we learn, the decision might be a narrower restart, further repair or retirement. Usage alone would not settle the question: people can use a service extensively while absorbing hidden correction work.

The useful handover is therefore a chain of accepted responsibilities, tested against a plausible failure. If everyone knows who owns the happy path but no one can describe the pause-and-return decision, the organization has completed an experiment without establishing a durable service.

An original decision framework with authored examples. These are not measured model results or descriptions of a particular firm.