What are the limits of these numbers?

We leave out videos that are less than 30 days old because they are still gathering views. Public data cannot show impressions, click-through rate, spend, paid versus organic views, watch time, retention, traffic sources, audience demographics, pipeline, or buyer intent. Use this benchmark to spot the formats, topic gaps, and performance patterns that deserve a closer human review. Read the full method notes .

Edition 03 · verified public data · Updated October 2026

Technical software YouTube benchmark

Technical buyers will give a video their time. It still has to earn it.

Across 22 verified channels, the median publishing operation released 193.5 videos in the trailing year. Newer uploads earned 2.38 times the daily view rate of older work at the median.

22 verified enterprise channelsTrailing 365-day upload windowEdition 03 verified cohort

Where viewers responded

1.95% of recorded views went to videos with a meaningful level of visible engagement.

Bimodal. Channels cluster near 100% or under 5%, so the median describes no real channel — use the quartiles, and use engaged_share_view_weighted when the question is 'what share of this industry's views actually land'. We count a video when it has at least 10,000 views and visible likes and comments equal to 0.2% of views or more.

View-weighted engaged reach1.95%

Share of recorded views on engagement-qualified videos. Descriptive, not causal.

How the category publishes

The activity behind the numbers.

These are middle values across the verified group. They help you understand what is common, but they are not a recommended publishing plan.

Median uploads193.5

in the trailing 365-day window

Median active weeks42.5

out of a possible 52

Median momentum2.38×

newer videos versus older videos

Median visible engagement1.46%

likes and comments divided by views

The full range matters

One average cannot tell the whole story.

The figures below show the 25th percentile, the middle, and the 75th percentile. They give you a more honest picture of the category without turning the best or worst result into a target.

Engaged reach

25th / median / 75th percentile

2.73% / 34.65% / 100%

Engaged video views

median views on qualifying videos

284 / 462 / 761

Concentration

lower is healthier

2.32× / 8.25× / 88.4×

What to take from it

Use the benchmark to guide your next questions.

01

Longer can work when the topic earns it.

Video length is not a score or a recommendation. Compare it with engaged viewing to see whether buyers stay for a detailed answer to a specific question.

02

Newer videos should have a chance to build momentum.

We compare the daily view rate of newer and older uploads. That gives you an early sign of movement, but it cannot prove content quality or business impact.

03

A large video library still needs an editor.

Publishing more can create helpful coverage. It can also make it harder to see which topics and formats deserve another round of investment.

Now look at your channel

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