88%
of organizations reported using AI in at least one business function in 2025.
Stanford 2026 AI IndexFree AI readiness white paper
A practical, seven-dimension framework for deciding whether an AI opportunity is valuable, governable, and ready for a bounded pilot.
Inside the guide
Why this matters now
The guide pairs current market attention with public research and practical controls. These are context points, not promises of results.
88%
of organizations reported using AI in at least one business function in 2025.
Stanford 2026 AI Index70%
reported generative AI use in at least one business function, while agent deployments remained early.
Stanford AI Index — Economy4 functions
Govern, Map, Measure, and Manage organize NIST's voluntary AI risk framework.
NIST AI Risk Management FrameworkCommon questions
It is a structured review of a specific use case, the workflow around it, its information and integrations, its risks, the people who will use or supervise it, and the evidence required to justify a pilot or broader rollout.
No. A useful assessment can show that process improvement or deterministic automation is the better first move. Vendor selection comes after the outcome, constraints, and operating model are clear.
It should compare business and quality outcomes against a baseline, expose failure modes and review effort, test security and integration boundaries, and support an explicit scale, revise, or stop decision.
Bring one workflow, decision, or system that is creating friction. We can help you turn it into a practical assessment, pilot, or delivery path.