Short answer
If nobody owns the job of connecting a pilot to daily work, it stays a pilot. Crossing that gap needs three things: a process owner with authority, a trustworthy data set, and an integration path into existing systems.
A successful pilot is not a successful operation
Many pilots perform well in controlled conditions: hand-cleaned data, volunteer users, exceptions routed around. Only under real volume do cycle time, error rate and exception share become visible.
The fix is not a stronger model. It is designing exception handling, review responsibility and escalation into the process itself.
Data ownership matters more than data volume
Most enterprises have enough data but no agreement on definitions: what counts as an active customer, when an order becomes revenue, how a return is recorded. Without shared definitions, AI output cannot support decisions.
During roadmapping we list, for each use case, the fields required, the source system and the department accountable for maintaining them.
Put integration cost up front
Integration is the most commonly underestimated line in the budget. Rather than discovering after a successful pilot that the ERP cannot be reached, assess interface feasibility and data-flow direction while selecting use cases.
Source: Internal delivery observations, 2024–2026 (publishable summary) · Industry references: to be added
Last updated: 2026-09-12（first published: 2026-06-18）
