---
title: "The Prompt for a Big Decision You Cannot Take Back"
description: "5 source-backed AI claims from The Prompt for a Big Decision You Cannot Take Back, with key statistics, context, and the original AI Adopters Club source."
url: "https://kbanc.com/claims-library/the-prompt-for-a-big-decision-you-cannot-take-back"
source: "https://aiadopters.club/p/the-prompt-for-a-big-decision-you"
date: "2026-05-25"
topics: ["strategy", "tools", "business"]
generated: "2026-08-31"
---

# The Prompt for a Big Decision You Cannot Take Back

By Kamil Banc | May 25, 2026

## Claims

1. **Garbage Frame Problem** (source summary): Handing AI a shortlist and a metric produces a confident answer built on a garbage frame.
2. **Single-Goal Ranking Limits** (source summary): AI ranking options against one named goal never asks whether those options touch the real constraint.
3. **Clerk Versus Advisor** (Kamil's interpretation): A clerk sorts your list while an advisor tells you the list itself is wrong.
4. **Interview Before Sorting** (Kamil's interpretation): The proposed fix is a tool that interviews you before sorting any decision options.
5. **Stakes of Irreversibility** (source summary): On irreversible decisions lasting years, the difference between clerk and advisor becomes critically important.

## Evidence

### Quote
> "A clerk sorts your list. An advisor looks at your list, looks at your business, and tells you the list is wrong." - Kamil Banc



## Context
The article addresses a practitioner problem: using AI to rank options on irreversible business decisions such as multi-year supplier contracts or transformative hires. Kamil Banc argues that AI given only a shortlist and a single metric will confidently sort that list without examining the underlying system, producing what he calls a 'garbage frame, confident answer.' His proposed methodology inverts the typical workflow: instead of asking AI to judge immediately, the prompt has the AI interview the decision-maker, extract hidden context, identify the real constraint one layer below the stated goal, and only then evaluate the options. This advisor-style approach may even reveal that none of the original options were correct. The full prompt implementing this interview-then-judge workflow is available to paid subscribers, so practitioners should note that the free preview covers the rationale rather than the tool itself.

## Source
- Original: [The Prompt for a Big Decision You Cannot Take Back](https://aiadopters.club/p/the-prompt-for-a-big-decision-you)
- Cite: kbanc.com/claims-library/the-prompt-for-a-big-decision-you-cannot-take-back