See the shape of the work without invented proof.

A merchant has a large catalog, inconsistent product discovery, and limited evidence about which placements influence orders.

Activate Recommend in one placement, establish an attribution baseline, review relevance and exclusions weekly, and expand only after stable behavior.

A measured path to determine whether recommendation quality and attributed outcomes justify broader rollout.

No revenue-lift claim is made without real merchant evidence.

An operations team retypes fields from recurring documents and manually routes uncertain records.

Define the required schema, test representative documents, add deterministic validation, and route low-confidence fields to a reviewer.

A bounded pilot that measures extraction accuracy, handling time, exception rate, and reviewer effort.

Human approval remains where the workflow has financial, contractual, or customer consequences.

Employees search across approved policies and technical documents but need direct answers with evidence.

Use a bounded corpus, golden questions, permission tests, citation thresholds, and explicit refusal behavior.

A go, revise, or stop decision based on answer quality, source fidelity, access control, freshness, and support burden.

The scenario does not imply production readiness or replace accountable policy owners.