The 2026 AI Strategy Readiness Checklist

Updated February 2026

The 2026 AI Strategy Readiness Checklist

In 2026, AI is the core operating system of high-growth firms. Use this audit to see where you stand on data foundation, TRiSM controls, and human-centric design. Hit the 85% data quality threshold and clear governance to cut faulty information. See our marketing strategy services, try Value by Design (our AI-enabled strategy platform), or read AI as change management.

Readiness Score
1. Data Foundation & Verification

Around 60% of projects fail due to poor data. Aim for <10% missing fields.

2. Governance & TRiSM Controls

Trust, Risk, and Security Management (TRiSM) to reduce hallucination risks.

3. Human-Centric Strategic Design

Roles designed for human–AI collaboration (Superagency), not just automation.

4. Financial & Tech Infrastructure

Budgeting for the '3x hidden cost' multiplier of maintenance and scaling.

Implementation ROI by maturity

Category% of marketStrategic capabilityProjected ROI
AI high performers5%Core operating capability10x+
Partially scaled35%At least one use case in production2x–4x
Experimenters60%Stuck in 'pilot purgatory'<1x (negative)

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