Research-Backed Framework

Our Methodology

Prism evaluates AI readiness using a rigorous, research-backed framework built on analyst data from Gartner, McKinsey, and Forrester. Every question and benchmark is grounded in empirical evidence about what distinguishes AI-mature organizations from those still in early stages.

7 Assessment Dimensions

Each dimension targets a distinct capability domain that research consistently identifies as a predictor of successful AI adoption.

01

Strategy

Executive mandate, dedicated budget, and business-outcome-driven AI investments.

02

Data

Centralized, governed, accessible data foundation ready to power AI at scale.

03

Talent & Culture

Dedicated AI talent, executive AI literacy, and organizational change readiness.

04

Governance & Risk

Responsible AI policies, regulatory compliance, and model validation processes.

05

Infrastructure & Operations

Cloud-ready infrastructure, MLOps maturity, and measurable technology ROI.

Scoring Methodology

1–5

Likert Scale

Every question uses a calibrated 1–5 response scale anchored to observable organizational behaviors, not subjective opinion.

21

Questions

Three questions per dimension, each selected to maximize signal while minimizing respondent burden. Completes in about 8 minutes.

7

Dimensions

Scores are weighted and normalized per dimension, then aggregated into an overall readiness percentage with benchmark comparison.

How scores are calculated

Raw responses (1–5) are normalized to a 0–100 percentage scale per question. Category scores are the mean of their three question scores. The overall score is the equally-weighted average of all 7 category scores. Scores are then contextualized against industry benchmarks to produce tier classifications:

Ready

75% and above

Cautionary

50%–74%

Needs Work

Below 50%

Industry Benchmarks

All benchmark figures are derived from published research by Gartner, McKinsey Global Institute, and Forrester Research, reflecting data collected from thousands of enterprise organizations across industries.

CategoryIndustry AvgTop Quartile
Strategy45%78%
Data40%72%
Talent & Culture35%68%
Governance & Risk32%65%
Infrastructure & Operations42%75%

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