TFA Proof Card

The TFA Proof Card looks beyond whether a product is good. It examines whether the company behind it can commercialize, operate, adapt and remain resilient in the AI era.

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A completed TFA Proof Card is a separately scoped readiness engagement available to members and nonmembers.

Why it exists

More technology has created more noise—not necessarily better decisions.

Companies can build faster, produce polished materials and automate critical work without fully understanding the assumptions, systems and dependencies underneath. The Proof Card turns decades of operating experience and pattern recognition into a repeatable readiness process supported by evidence, human review and continuous reassessment.

Claim

What does the company say?

Capture commercial, operational, financial and technology claims.

Evidence

What supports those claims?

Trace claims to current, credible sources and distinguish evidence from assumptions.

Readiness

Can the company withstand change?

Identify gaps, dependencies and execution risks.

AI-Era Readiness and Resilience

In the AI era, speed can hide fragility.

If the AI stops, does the business stop?

Readiness must measure whether the entire company understands and can withstand the systems it now depends upon. A company may use an AI "CFO brain" to generate financial analysis, but if leadership cannot explain the inputs, assumptions or failure points, apparent sophistication may hide a material readiness gap.

01

Dependency

Which models, vendors, agents, data sources and automated workflows have become critical?

02

Understanding

Can leadership explain and challenge the outputs driving financial and operational decisions?

03

Continuity

Can the company continue operating when an AI system, vendor or data source fails?

04

Governance

Who owns oversight, access, validation, security, escalation and human review?

Evidence changes. Readiness should too.

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