AI & WORK DECISION AUDIT INSTRUMENTS

You are not behind on AI. You are unclear on what AI actually means for you.

That is a different problem. And it has a different solution.

Four free audits. Each one helps you think clearly about one specific AI question before you make the wrong move.

Decision Audits
4
No Login Needed
100 % FREE
Research Frameworks
7 +
Per Audit
8 Min

Every audit in this series is grounded in peer-reviewed research. Frey and Osborne (2017) · Autor, Levy and Murnane (2003) · Cazzaniga et al. IMF Working Paper (2024) · SHRM Automation and AI Survey (2025) · Felten, Raj and Seamans (2021) · Risko and Gilbert (2016) · WEF Future of Jobs Report (2025) · Goldman Sachs Global Research (2025). The methodology note inside each tool tells you exactly what is validated and what is practitioner-designed.

01

Is My Role Safe?

“You have seen the headlines. You still do not know if your job is one of them.”

What this audit examines
Not whether AI can do what you do. Whether AI makes what you do more valuable or less necessary. That is a different question. Most people have never asked it about their own role.
What the audit produces

A clear signal on where your role sits right now, and one specific thing to do about it.

This audit is for you if: You have been told your industry is being disrupted and you still do not know what that means for the actual work you do on a Tuesday.
Start Audit

02

How Ready Am I for an AI-Affected Career?

“You know AI is important. You have not figured out what to do about it yet.”

What this audit examines
Whether the work at the core of your role is the kind AI takes over or the kind it makes more valuable. And whether you are in a position to respond. Most advice on this is generic. This audit looks at your specific situation.
What the audit produces
One clear signal and if upskilling is the answer, it tells you what kind. Not all upskilling is the same problem.
This audit is for you if: You have taken an AI course and still felt like you were preparing for the wrong thing.
Start Audit

03

Is Using AI Every Day Helping You or Quietly Replacing Your Thinking?

“You use AI to get things done faster. You have not asked what you stopped doing in the process.”
What this audit examines
Whether the way you use AI is building your capability or slowly substituting it. There is a real difference between using AI as a tool and using it as a crutch. Most people cannot tell which one they are doing.
What the audit produces
A calibration signal that tells you where your AI use pattern is working for you and where it is working against you, with one specific adjustment.
This audit is for you if: You have started to feel slightly less confident doing something you were good at before AI made it easier.
Start Audit

04

Should I Double Down on My Expertise or Become the AI Person in the Room?

“Everyone is telling you to become AI-native. You are not sure that is the right call for where you are in your career.”
What this audit examines
Whether your best move is to go deeper into your domain or to reposition around AI. Both are valid. But they are completely different bets with completely different timelines. This audit helps you figure out which one fits your actual situation.
What the audit produces
A positioning signal that tells you which direction makes sense for you right now, and what to do first.
This audit is for you if: You have real domain experience and you are not sure whether to protect it or pivot away from it.
Start Audit

Know More About Decision Audit Gap

Helping leaders and professionals see when they are solving the wrong problem before it gets expensive.

 

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