Lesson 236 of 2116
Sharing and Reviewing AI Output Across Teams
AI drafts make team work faster — or messier — depending on norms. Here's how to set the norms so AI-assisted work actually speeds your team up.
Lesson map
What this lesson covers
Learning path
The main moves in order
- 1The Hidden Cost of Untagged AI Drafts
- 2team norms
- 3review
- 4disclosure
Concept cluster
Terms to connect while reading
Section 1
The Hidden Cost of Untagged AI Drafts
When every teammate is pasting AI drafts into Slack without saying so, reviewers waste energy second-guessing the source. Set light norms and your team gets the speed of AI without the paranoia.
- 1Disclose the draft — a one-line note: AI first draft, my edits on top
- 2Mark AI sections in long docs — italics, a tag, or a footer
- 3Separate the prompt from the output when sharing for review
- 4Default to verifiable claims — citations for facts, examples for claims
Compare the options
| Check | Why |
|---|---|
| Does every fact have a source? | AI confabulates — catch it early |
| Does the voice match the sender? | Generic AI voice erodes trust |
| Are the numbers real? | Percentages and dollar figures are the top AI lies |
| Is the ask explicit? | AI softens asks; your reviewer shouldn't have to hunt |
A norm you can paste into your team handbook. Disclosure is cheap. Missed hallucinations are expensive.
Lightweight team norm (share this with your team):
"We use AI freely. When you share an AI-assisted doc, add a
one-line header:
[AI-assisted: first draft by [tool], reviewed and edited by me]
If a section is mostly AI without heavy editing, mark it with
an inline tag [ai:untouched]. This is not to shame — it's to
help the reviewer calibrate."- Multiple teammates send similar-sounding emails — voice homogenization
- A report is technically correct but feels hollow — let a human rewrite
- A reviewer keeps asking did you actually read this — disclosure is missing
Key terms in this lesson
The big idea: AI speeds up teams only when collaboration norms keep up. Disclose drafts, verify facts, preserve voice, and your team captures the speedup without paying the trust tax.
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