How do I know when to trust AI's analysis and when to push back?

You say you're worried about accuracy and greenwashing. Look again. You're worried about what happens when your name sits under a number that turns out to be wrong. That is not a fear of technology. That is a fear of exposure. The tool did not invent this problem. Reports were wrong long before machines helped write them. What's new is the speed. You can produce ten pages before lunch now, and each one still carries your name, whether you read every line or not. You do not need to trust the tool less. You need a standard for when you check its work and when you don't. Without that standard, every report feels like a gamble, and you feel it as anxiety. Build the standard once, apply it every time, and the dread has nowhere left to live.

◆ How this problem reads on the two dials

GuidanceKnowledge

More coaching

Some to learn

1:1 with AureliusWith others (a Pod)

Mostly you & the coach

A little with peers

The reader already grasps the general risk; what they lack is a working habit for verification, so coaching toward action matters more than more teaching.

How the two dials adapt to you →

What’s really going on

The tool is not your risk. Your silence is. Set the rule now: verify every number that could change a decision, flag every claim you cannot check, and never sign your name to a sentence you have not tested yourself. That is the whole standard. Build it before you need it, not after.

🔒 What you’ll build togetherUnlock by starting

A moveBefore you send any AI-drafted report, name the three numbers that would embarrass you if they were wrong. Check those by hand, every time.

A moveWrite your own one-line summary of the finding before you read the AI's version. If the two don't match, find out why before you send anything.

A moveFor any claim about environmental or sustainability impact, ask: compared to what, over what time? If the tool can't answer, cut the line.

A moveKeep a private log of every correction you make to AI output. Read it once a month. That log is your real trust score, not your gut.

A moveRefuse to publish any phrase you could not explain, in your own words, to a stranger who challenges you on it.

What changes unlock by starting

A written personal standard for when you verify AI output and when you let it stand.
Fewer moments of dread in the seconds before you hit send.
A track record you can point to when someone questions your work.
The ability to say 'I checked that myself' and mean it.

One object, two jobs: a public answer to a real problem, and — the moment you start the chat — Aurelius’s live plan for your version of it.