Research

ADAPT’s AI Value Playbook: What to Measure, What to Drop, & Why It Changes Everything

Request to Download Published May 5, 2026 in AI & Innovation Type Community Intelligence Reports Author Pooja Singh

Executive summary

Artificial intelligence has moved from experimentation to accountability. Across Australia, CIOs are no longer being asked whether they are investing in AI, but whether those investments are producing measurable business outcomes. Yet many organisations still evaluate AI using legacy automation metrics: hours saved, productivity gains, or pilot activity. While these indicators reflect operational improvement, they rarely demonstrate real financial impact. As boards increasingly demand proof of value, many AI initiatives appear to underperform not because the technology lacks potential, but because organisations are measuring it with the wrong scorecard. 

The core issue is not technology maturity; it’s the maturity of the measurement. Generative and agentic AI systems do more than accelerate existing workloads; they expand the organisation’s capability frontier. They enable teams to solve new classes of problems, redesign end-to-end processes, and reach markets that were previously uneconomical or operationally impossible. When leaders judge these capabilities using narrow efficiency metrics, they systematically undervalue AI’s strategic potential and often scale back investment during the early stages of capability expansion. 

ADAPT’s AI Value Playbook offers a practical framework for translating AI activity into enterprise value. Anchored in four principles: Capability Velocity, Faster Decision Cadence, Process Redesign Ratio, and Adaptive Capacity, the playbook reframes AI performance from efficiency gains to capability expansion. Ultimately, the organisations that win with AI will not be those that automate the most tasks, but the ones that most rapidly expand what their organisation can do.

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