AI Execution Health Check

AI adoption isn’t the same as governed AI execution.

Find out whether your organization’s AI work is compounding into a system — or quietly turning into execution debt. Pick your depth. No sign-up, no sales wall.

Most complete
~5 minutes

Comprehensive AI Execution Health Check

Get the full picture of your organization’s governed AI execution maturity.

  • Full six-dimension breakdown
  • Visibility gaps + governance & measurement findings
  • Stakeholder-ready PDF report
  • Best for leaders evaluating AI execution readiness
~60 seconds

Quick AI Execution Diagnostic

Get a fast snapshot of where your AI execution practices may be breaking down.

  • Six quick questions — one per dimension
  • Immediate snapshot + key risk signals
  • A recommended next move
  • Best for a quick self-check or first look

The quick diagnostic is a fast, directional snapshot. The comprehensive check is the deeper, complete assessment — you can jump from one to the other anytime.

The diagnostic

What the AI Execution Health Check measures

The AI Execution Health Check is a free diagnostic that scores how well your organization governs and operates its AI work — not just whether people use AI. It produces a Governed Execution Index (GXI): a 0–100 score across six dimensions, placed into one of five maturity bands (Improvising, Collecting, Standardizing, Governing, Compounding). The comprehensive check takes about five minutes; the Quick AI Execution Diagnostic gives a directional snapshot in about sixty seconds. No sign-up, and your results are never gated behind a form.

AI adoption is not the same as governed AI execution

Adoption is nearly universal; operating discipline is not. McKinsey’s 2025 State of AI found roughly 88% of organizations use AI, yet only about 1% describe their deployment as mature. Microsoft’s 2024 Work Trend Index found 78% of AI users bring their own tools to work. The gap between “everyone uses AI” and “we operate AI well” is where AI Execution Debt accumulates — and what this diagnostic measures.

Six dimensions

The six dimensions of governed AI execution

Foundations

The policy, ownership, and ground rules everything else stands on.

Lifecycle

Where your prompts and workflows live, and what happens when they change.

Uniformity

Whether teams run one recognized way of working — or many.

Evidence

Whether you can show the value and reuse of AI work — not just assert it.

Network

Whether improvements travel between teams, or stay where they started.

Trust

Visibility, access control, and the record you could produce under scrutiny.

How it works

How the AI Execution Health Check works

  1. 1

    Choose your depth

    Start the comprehensive 5-minute Health Check or the 60-second Quick Diagnostic — both use the same underlying model.

  2. 2

    Answer one question at a time

    Each question asks about an observable state of how your organization runs AI. “Unable to determine” is a legitimate, useful answer.

  3. 3

    Get your score and report

    See your Governed Execution Index, maturity band, six-dimension profile, weakest layers with first moves, and a stakeholder-ready report — instantly.

FAQ

AI Execution Health Check — frequently asked questions

What is the AI Execution Health Check?

The AI Execution Health Check is a free diagnostic from PromptFluent that scores how well an organization governs and operates its AI work — not just whether it uses AI. It rates six dimensions of governed AI execution (Foundations, Lifecycle, Uniformity, Evidence, Network, and Trust) and returns a 0–100 Governed Execution Index (GXI) with a maturity band. The comprehensive version takes about five minutes; a Quick AI Execution Diagnostic gives a directional snapshot in about 60 seconds.

What is the Governed Execution Index (GXI)?

The Governed Execution Index (GXI) is PromptFluent’s 0–100 measure of an organization’s governed AI execution maturity. It aggregates six dimensions into five bands — Improvising, Collecting, Standardizing, Governing, and Compounding — so leaders can see whether their AI work is compounding into a durable system of record or accumulating AI Execution Debt.

How long does it take, and is it free?

It is free and requires no sign-up. The comprehensive AI Execution Health Check takes about five minutes (24 questions); the Quick AI Execution Diagnostic takes about 60 seconds (six questions, one per dimension). Your score and a downloadable report appear immediately — there is no lead form before your results.

What does the assessment measure?

Six dimensions of governed AI execution: Foundations (policy and ownership), Lifecycle (where prompts and workflows live and what happens when they change), Uniformity (one consistent way of working versus many), Evidence (whether AI value is measured rather than assumed), Network (whether improvements travel across teams), and Trust (visibility into AI use, access control, and the record you could produce under scrutiny).

What is AI Execution Debt?

AI Execution Debt is the accumulating cost of ungoverned AI work: scattered prompts, undocumented workflows, inconsistent output, single-person dependencies, and AI use that no one can see, reuse, or measure. Like technical debt, it compounds quietly — the AI Execution Health Check surfaces where it is building before it becomes expensive to unwind.

Who is the AI Execution Health Check for?

It is built for teams and organizations — team leads, operations and enablement leaders, and executives (CIO, CISO, COO, CMO) evaluating AI execution readiness. Individuals can take it, but the findings and recommendations are about organizational practices, not a test of personal AI skill.

How is this different from just using ChatGPT or a generic AI maturity survey?

Tools like ChatGPT, Claude, and Copilot are execution engines: they generate output but do not give you a shared source of truth, versioning, approvals, or a record of how AI contributed to work. The AI Execution Health Check measures that governance layer — the operating system around the model — and maps your result to concrete first moves and a system of record for AI execution.

What do I get at the end?

A Governed Execution Index score and maturity band, a six-dimension profile, your two weakest layers each with a concrete first move, visibility and risk findings, and a stakeholder-ready PDF report you can share internally. The Quick AI Execution Diagnostic returns a lighter, directional snapshot with a recommended next step.