Others

I would not ship a client report without checking what the AI invented

What KPMG pulling an AI-touched report should teach you about trusting model output in real business work.

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TL;DR

  • Do not publish AI output in client-facing work without a human check for invented facts.
  • If your team cannot explain where a number came from, you should not send it.
  • I would treat AI drafts like rough notes, not finished professional work.

In This Briefing

Reading format

TL;DR first, then details

Editorial process

AI-assisted draft, reviewed before publish

Time Cost

2 min read

I would not ship a client report without checking what the AI invented - others guide from Tech Revenue Brief

I would not ship a client report without checking what the AI invented. KPMG pulling work back over AI hallucination concerns is not a niche story. It is a normal risk showing up in a high-stakes place.

If a big firm can get burned by confident-sounding output, a small team using ChatGPT for research, summaries, or slide copy can get burned faster.

Quick Answer

Use AI to draft and organize. Do not use it as a fact source. Before anything goes to a client, boss, investor, or public page, check names, numbers, dates, quotes, and claims against a real source you would defend.

The mistake is trusting the tone

AI sounds sure when it is wrong.

That is the dangerous part. The sentence reads clean. The formatting looks professional. The chart title seems plausible. Then one statistic was never in the source doc.

I would build a simple rule for my team:

  • AI can outline
  • AI can rewrite clunky paragraphs
  • AI cannot be the last eyes on facts

Where this shows up in normal business work

You do not need to be in consulting to hit the same wall.

It happens when someone asks AI to:

  • summarize a market report
  • write an executive brief
  • compare vendors
  • generate footnotes
  • turn messy notes into a client email

The output can be 80 percent useful and 20 percent fiction. That 20 percent is where the damage lives.

I would keep source links next to every claim

Boring habit. Effective habit.

If a paragraph matters, I want the doc, URL, transcript, or spreadsheet cell behind it. If nobody can point to it, the line gets cut or rewritten.

For public articles, same rule. If I cannot verify a claim, I do not publish it because the wording sounds good.

This is not anti-AI, it is anti-blind trust

I still use AI for speed.

I use it to get past blank-page friction. I use it to tighten wording. I use it to list angles I had not thought about.

I do not use it to skip the part where a human answers the question: would I stake my name on this?

That is the whole lesson from the KPMG story. The tool did what tools do. The failure was treating polished output like proof.

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