10/20/2026
Framework stage: Value realization.
Bain research indicates enterprises realize only 38% of AI’s potential value. An estimated 70–80% of that value comes from changing how work gets done, compared with 20–30% from the tools.
Diligence starts at the second question: what should change before AI enters the process? Map handoffs, approvals, exceptions, human oversight and outcome measures before deployment. Automating a process as-is can digitize inefficiency.
For enterprise teams, the paid AI Opportunity Audit examines where workflow change can unlock value. SMBs can begin with the AI Readiness Snapshot. Investment opportunities are presented only after financial, market and team evaluation.
For founders, the Investment Readiness Diagnostic is the starting point; the Founder Readiness Sprint is the paid next step.
Explore the research in MOHBILITY Insights. Comment AUDIT to start the conversation.