Risk
AI advice caveats states Risk as Fluent ≠ correct. Fluent answers are not fiduciary process — incentives, hallucinations and missing local tax rules. Read that sentence before you treat a score as the whole story.
Fluent answers are not fiduciary process — incentives, hallucinations and missing local tax rules. The figure to read first is Risk: Fluent ≠ correct
Fluent ≠ correct Keep that beside AI advice caveats when you open the tool. It answers a search. It is not a ranking of people and not a live price.
Mark each measure High, Any or Low for what you want. The fit number moves with every mark, and your marks follow you to the next page in this app.
| Measure | AI advice caveats | Auto-invest apps | You want |
|---|---|---|---|
| Time sensitivity | |||
| Rate sensitivity | |||
| Contribution leverage | |||
| Behaviour risk | |||
| Tax & fee drag | |||
| Horizon fit |
Mark at least one measure to see a fit number.
Scores are the atlas’s 0–100 teaching marks. They are not a live exchange rate or investment advice.
Tick a point once you could explain it in your own words. Ticks stay on this device.
0 of 4 points done
All points done. Next: Open the tool
AI advice caveats states Risk as Fluent ≠ correct. Fluent answers are not fiduciary process — incentives, hallucinations and missing local tax rules. Read that sentence before you treat a score as the whole story.
A second check is Gap: Local tax law. Two figures that do not measure the same thing should not be collapsed into one winner.
Open the topic page and the signature tool. The figure Risk belongs there as context: Fluent ≠ correct. Count this as check 1 of 4.
These figures describe codes, history, or a teaching calculator. They are not a live exchange rate or investment advice. A third detail, Trap, says: Blind trust.
These figures describe codes, history, or a teaching calculator. They are not a live exchange rate or investment advice.
Open the topic: AI advice caveats · Open the tool
🛑 AI advice caveats: what “Gap” does not decide · 🛠 Auto-invest apps: use “Trend” in the tool · 📍 Auto-invest apps: the local fact in “Trap” · 🔎 Bonds as ballast: read “Lens” before you decide · 🛑 Bonds as ballast: what “Tone” does not decide · 🛠 Broad equity index: use “Trap” in the tool · Decision checks