Writing ยท AI / Automation / Tech
Your AI Summaries Are Either Too Short and Useless or Long and Bloated
๐๐ต๐ฎ๐ถ๐ป ๐ผ๐ณ ๐๐ฒ๐ป๐๐ถ๐๐: ๐๐ผ๐ ๐๐ผ ๐ ๐ฎ๐ธ๐ฒ ๐๐ ๐ง๐ต๐ถ๐ป๐ธ ๐๐ฒ๐๐๐ฒ๐ฟ ๐ช๐ถ๐๐ต๐ผ๐๐ ๐ช๐ฟ๐ถ๐๐ถ๐ป๐ด ๐ ๐ผ๐ฟ๐ฒ
Many AI summaries have the same problem:
Theyโre either too short and useless or long and bloated.
Chain of Density solves that.
It forces the AI to compress and sharpen at the same time.
You get higher insight per word, not more words.
I ran it on a 48-page Harvard housing report (screenshots below).
Three passes. Same word count. Each round gets denser, more specific, more useful.
Itโs a powerful thinking tool, a way to force clarity in your memos, deals, reports, SOPs, and decisions.
Executives rarely need more information.
They need compression without losing context.
Chain of Density gives you:
โข Faster decision inputs
โข Cleaner research summaries
โข Deal briefs that donโt hide the risk
โข Team reporting that stays useful
โข No more โlong to look smartโ documents
It exposes the essence.
It forces the model to pick what matters.
Drop it anywhere you need clarity fast:
โข Investor updates
โข Market research
โข Competitive analysis
โข Financial reviews
โข PDF reports
โข SOPs and training manuals
โข Meeting transcripts
โข Real estate underwriting packages
โข Operations summaries
โข Legal agreements
๐ง๐ต๐ฒ ๐๐ซ๐๐๐ง ๐ฆ๐ฌ๐ก๐ง๐๐ซ ๐ง๐ข ๐ฅ๐จ๐ก ๐๐๐๐๐ก ๐ข๐ ๐๐๐ก๐ฆ๐๐ง๐ฌ
This gives you the framework for the prompting method - you can adjust the length, focus, etc. of the output to fit your specific situation.
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EXECUTIVE CHAIN OF DENSITY (CoD)
You will perform a 3-pass Chain of Density analysis on the provided document.
Increase information density without increasing length.
PASS 1 โ Sparse (50 words max)
Give only the core point. Strip to bone.
PASS 2 โ Denser (same word count as Pass 1)
Add concrete specifics: numbers, names, dates, locations, metrics. Replace vague terms with real entities.
PASS 3 โ Densest (same word count)
Add the missing pieces: risks, conflicts, drivers, constraints, leverage points.
Rules:
โข Same word count every pass
โข Replace abstractions with facts
โข No fluff, no adjectives, no filler
โข Prioritize: People, Events, Metrics, Decisions, Risks
After Pass 3, list the 10 most important specifics that were missing before CoD.
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