the guides

How to read a niche from the outside.

Written explanations of the questions this product answers with data: how to track competitors without the API, what packaging changes mean, how to tell an A/B test from a swap, and why most “best time to upload” answers are fabricated. Every one says what its method cannot tell you.

tracking

Tracking

updated 2026-09-05

How to track competitor YouTube channels without the API

Everything worth tracking about a competitor is on their public pages — but only if you look often enough to catch what changed. Here is the method, and the four things it cannot see.

updated 2026-09-05

YouTube competitor analysis, using observations instead of opinions

Competitor analysis fails when it compares raw numbers between channels of different sizes. The fix is to compare each channel against its own history, and the niche against its own median.

packaging

Packaging

updated 2026-09-05

What “packaging” means on YouTube, and why the before matters

Packaging is the title and thumbnail — the only part of a video most people ever see. Its history is public, briefly, and it is the most under-read signal in the niche.

updated 2026-09-05

How to tell a channel is A/B testing thumbnails, from the outside

YouTube shows different thumbnails to different viewers during a test. That makes tests detectable from outside — but only with independent, simultaneous observations.

outliers

Outliers

updated 2026-09-05

YouTube outlier videos: what they are, and how to score them fairly

An outlier is a video that beat its own channel’s normal. Scoring one fairly means comparing it against what that channel had at the same age — not against its all-time median.

timing

Timing

updated 2026-09-05

“Best time to upload on YouTube” — why most answers are fabricated

Public YouTube pages do not publish an upload’s clock time. They publish a rounded age. Almost every “best time to upload” chart is built on that rounding, and it shows.

method

Method

updated 2026-09-05

How often do YouTube channels change titles and thumbnails?

This page does not give you a percentage. It gives you the exact method, the sample size the answer will be published at, and the reason no honest number exists here yet.

the product

These are the views behind every method above.

Everything in these guides is done by hand in the screenshots on the feature pages, on a schedule, for every channel you track.

See the four views Start tracking your niche