Governance and auditability, proof of ROI from comparable deployments, and the real integration and change-management effort required to go live — more than raw model capability.

Many organizations have already experienced AI pilots stalling not because the model underperformed, but because a decision couldn't be explained or defended once it mattered — shifting buyer attention toward governance early in the conversation.

Buyers are increasingly asking about the organizational effort required to deploy a tool — how disruptive it is to existing workflows and how much change management it demands — not just the technical integration steps.