AI is good at producing comprehensive prose. Presentations need the opposite: ruthless compression, hierarchy, and lines short enough to read from the back of a room. Converting one into the other is a skill. Here's the process.
Step 1: Find the spine
Read the full AI text once and write down — without looking back — the three to five things the audience must remember. That list is your slide skeleton. Everything in the source that doesn't serve those points gets cut, no matter how well-written it is.
Step 2: One idea per slide
The most common failure is cramming a paragraph's worth of ideas onto one slide. The rule: if you can't title the slide with a single assertive sentence ("Costs drop 40% after migration"), it's two slides. Slide titles should work as a standalone summary — someone flipping through only the titles should get the argument.
Step 3: Convert prose to bullets the right way
Don't just split sentences onto separate lines. A real bullet:
- starts with the same part of speech as its siblings (all verbs, or all nouns),
- carries one fact or one claim,
- fits on one line — six to ten words,
- drops articles and filler ("the," "in order to," "it is important that").
"The system is able to process up to 10,000 requests per second under typical load conditions" becomes "Handles 10,000 requests/sec under typical load."
Step 4: Move evidence to speaker notes
AI output is full of supporting detail. Audiences can't read and listen at once, so the detail goes in speaker notes, not on the slide. In markdown, keep a Notes: block under each slide section — most slide tools import it cleanly.
Step 5: Design the arc
Order slides as a story: the problem, the stakes, the answer, the proof, the ask. AI text is usually organized as a reference document (topic by topic); presentations are organized as an argument. Expect to reorder aggressively.
A markdown structure that works
# Talk title
## Slide: Costs drop 40% after migration
- Current spend: $120k/yr on legacy infra
- Post-migration run rate: $72k/yr
- Break-even at month 7
Notes: Walk through the cost model assumptions here.
Getting it done for you
This transformation is exactly the kind of job people post on HumanizeHub: hand an editor your long-form AI markdown, specify "presentation-worthy bullets" or "slide outline" as the style, agree on a deadline, and review the slide-ready markdown in the shared workspace before approving.