New Practice

AI Readiness Assessment

From pilot activity to production reality.

Most AI programs appear viable in isolation. Fewer withstand the conditions required for production scale. The AI Readiness Assessment answers a single question with precision: which initiatives are ready to scale, which are not, and why.

The Framework

Four Dimensions

01

Production Readiness

Whether systems operate reliably under real operating conditions — not demo environments or controlled pilots.

02

Economic Viability

Whether the cost structure supports sustained operation at scale — including inference economics, infrastructure, and ongoing maintenance.

03

Operational Reality

Whether workflows and human interaction patterns hold under load — and whether the organization can absorb the change required.

04

Governance and Risk

Whether decisions can be explained and defended when challenged — by regulators, boards, or acquiring parties in diligence.

Ideal Conditions

When to Engage

  • AI initiative in pilot or early production
  • Investment decision being revisited or expanded
  • Leadership lacks confidence in operating risk or return
  • PE diligence surfaces an AI roadmap material to the thesis
  • Inference costs rising without clear cause

Deliverables

What You Receive

  • A scored readiness profile across all four dimensions
  • Identification of risks, constraints, and failure points
  • Validation or challenge of the current business case
  • Prioritized remediation roadmap with dependency sequencing
  • Overall determination: proceed, proceed with conditions, or pause

Engagement Profile

Fixed Scope. No Surprises.

4–6 Weeks
Duration
Read-Only
Access Model
Fixed
Scope

Get Started

Ready to Know Where You Stand?

The Rapid Diagnostic surfaces signal in under 15 minutes. A full conversation takes one call.

Download the One-Page Overview

PDF · Available upon request

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