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AI Readiness Scorecard
Manufacturing.

82% of AI initiatives never reach production. Not from bad technology — from no operating model. This is the governance checklist that makes AI board-defensible.

SixSigma BB
LeanMfg
IEDegree
150+Signals/Day
82%Never Ship
287%Prod ROI
$16BWasted/Yr
95%Zero P&L
2%At Scale
The Governance Gates

Each gate is a commitment,
not a checkbox.

Six cryptographically-signed checkpoints between an AI model and a production outcome.

i.

Production Line Validation

Manufacturing data integrity verified at the boundary. Catches corrupt sensor feeds and missing telemetry.

ii.

Quality Integration Test

Full test suite must pass. No exceptions for urgent production runs.

iii.

Change Verification

Hash-verified artifact comparison. Output drift logged and traced.

iv.

Human Approval Gate

Risk-tiered: above 85% auto-adjusts. Safety-critical processes always escalate.

v.

ProofPacket Signing

HMAC-signed audit trail for every production AI decision.

vi.

Compliance & Safety

ISO 9001 alignment, safety interlocks, rollback to last-known-good state.

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Download the Manufacturing AI Readiness Scorecard

Plus a 30-minute AI readiness assessment.

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Common Questions
Is this just for manufacturing?

No. The governance model applies to any organization deploying AI in manufacturing.

Do I need to buy anything?

No. The checklist is free. The 30-minute assessment is free.

We already have an AI committee.

Most AI committees approve projects but don't govern deployments. The gates are operational checkpoints.