Personal systems

YouTube research

Runs before a video script gets written — what worked in the niche, which titles fit the content, what held viewers’ attention.

What it does

Most videos get a title and thumbnail after the work is done. This system runs the other way around. You give it a topic in one sentence. It studies the niche — which videos beat their channel’s average in the last year, what viewers replayed, what they said in the comments — and hands back ranked title candidates, thumbnail concepts, and an attention report. The script gets written toward what the niche has proven, not guessed.

High-level diagram: a one-sentence topic goes in, niche evidence in the middle, ranked titles, thumbnail concepts, and an attention report come back

One sentence in — ranked titles, thumbnail concepts, and an attention report back, before any scripting

How it works

You name the topic at the start and pick from the results at the end — everything in between runs on its own.

The four passes between a one-sentence topic and the script: outliers, titles, thumbnails, attention
Report example

One run from start to finish — traced step by step below, with the pack it produced ready to download.

One topic traced through the three passes: outlier research, titles, attention report

One run, traced — the run behind the report

First page of the research report

The research pack from one video’s run — what worked in the niche, the ranked titles, and what viewers of the competitor videos rewatched. All of it delivered before the script existed.

Download the report
See the other builds

Pricing teardown

Grades pricing pages against a pricing expert’s rubric and ranks a whole market in one table.

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Automated style guide

Writes your style guide from your published articles and reviews every new draft against it.

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B2B conference intelligence

Ranks every conference on your calendar and tells you which ones are worth the budget — all of it verified.

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Shared AI memory

Makes the AI better the longer you work with it — context, corrections, and decisions, read before every task.

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Writing style system

Your voice captured in files and applied to every draft, checked against the patterns that give AI away.

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