Field notes
What we learn running the engines
Working notes from a studio that renders YouTube video every day. Every post is built on something we measured, not on advice we read somewhere.
Shelves
- Faceless channels
Starting and running a channel that never shows a face: picking the subject, judging whether a niche is really saturated, and what the format costs to sustain.
- YouTube SEO
How discovery actually works on YouTube, and which parts of the metadata are worth your time versus which ones creators over-invest in.
- Shorts
The vertical format on its own terms: cut rhythm, the first two seconds, and why a Short that holds attention looks nothing like a trimmed long-form video.
- Scripts
Writing the thing before filming it: hooks that are not clickbait, structure that survives the middle, and how much of a script is worth writing at all.
- Tools and costs
What the software stack around a channel really costs, what each tool is for, and where the categories overlap enough that you are paying twice.
- Growth and money
Subscribers, watch time and revenue: reading your own analytics without flattering yourself, and what changes between the first hundred and the first thousand.
- Growth and money · 6 min read
Affiliate income on a faceless channel
StoryShort reported $20,864 in monthly recurring revenue across 370 active subscribers on 18 August 2026, according to TrustMRR, which verifies the figure
- Faceless channels · 6 min read
Running an AI documentary channel
A documentary channel built on real archive footage can be assembled end to end in one pipeline: sourced research, script, voiceover, licensed footage,
- Tools and costs · 6 min read
AI generated video vs real clips
23 of the short-video tools we checked on 23 August 2026 produce or handle moving images, and exactly one of them draws its footage from real archive material.
- Scripts · 6 min read
AI script writer vs writing it yourself
On 22 August 2026 we pulled the server-side HTML of a competitor's pricing page without running JavaScript and counted 4 words of body text; our own homepage
- Shorts · 6 min read
Making AI Shorts that do not look AI
On 23 August 2026 we pulled the server-side HTML of 14 competitor home pages without running JavaScript.
- Tools and costs · 6 min read
The real AI video tool stack in 2026
On 23 August 2026 we fetched the pricing page of every competitor tool we track, with JavaScript turned off, and 17 of the 22 pages published a dollar amount a
- Tools and costs · 7 min read
API access across AI video tools
On 23 August 2026 we pulled the server-side HTML of 13 AI video tool homepages without executing JavaScript.
- Scripts · 7 min read
Avoiding the tells of AI writing
On 19 August 2026, a direct HTTP pull of storyshort.ai without running JavaScript returned 11 words of body text on every page tested, while the same method
- Faceless channels · 5 min read
Running a bedtime stories channel
On 23 August 2026 our keyword engine measured the term "bedtime stories youtube channel" at a demand score of 81 and a saturation score of 86 on a 0-100 scale,
- Growth and money · 7 min read
Break even on a faceless channel
On 23 August 2026, the entry price for a faceless short-video tool ranged from $10 a month at Fluxnote to $149 a month at TubeGen, across every
- Faceless channels · 6 min read
Buying a faceless channel vs building one
In a July 2026 Similarweb snapshot, StoryShort.ai received 161,345 monthly visits across roughly 60,521 URLs, which works out to 2.7 visits per page per month.
- Tools and costs · 6 min read
Captioning tools compared
ViewMade ships 7 built-in caption styles that render burned into the frame, measured on 22 August 2026.
- Shorts · 7 min read
Captions that hold attention
On 22 August 2026, ViewMade's published output spec listed 7 embedded caption styles for its 1080x1920 vertical renders.
- Tools and costs · 7 min read
The cheapest way to produce 30 Shorts a month
On 23 August 2026 we pulled the pricing pages of 17 tools in the faceless short video category directly from their servers, without running JavaScript, and
- YouTube SEO · 8 min read
How to tear down a competitor channel
On 19 August 2026, a direct HTTP pull of one competitor's homepage returned an 11-word server-side body while its sitemap listed roughly 60,521 URLs and its
- Tools and costs · 6 min read
Credits explained across AI video tools
On 23 August 2026 we pulled the pricing pages of 23 AI video tools over plain HTTP, without executing JavaScript, and could read an actual price from 17 of
- Shorts · 6 min read
The documentary Short format
In a keyword measurement run on 23 August 2026, the aviation disasters niche scored 94 out of 100 for search demand, 85 for saturation, and 62 for opportunity,
- Faceless channels · 7 min read
Expanding a faceless channel into a second language
Vicsee publishes its page set in 16 languages, measured from its sitemap on 22 August 2026.
- Faceless channels · 6 min read
Faceless niches with low competition in 2026
On 23 August 2026 we scored 60 faceless channel niches on three axes: demand from 61 to 100, saturation from 69 to 100 where higher means more crowded, and
- Faceless channels · 7 min read
Running a faceless channel as a team of one
A direct HTTP pull on 19 August 2026 counted 11 words of server-side body text on the StoryShort homepage. JavaScript off, no rendering, eleven words.
- Faceless channels · 7 min read
A thumbnail system for a faceless channel
On 22 August 2026, the ViewMade Starter plan was listed at 29 US dollars per month for 50 renders, which works out to $0.58 per finished Short, cover
- Faceless channels · 7 min read
Running a faceless channel without a voiceover
On 22 August 2026, ViewMade's product documentation listed five supported narration languages and seven embedded caption styles for its vertical documentary
- Scripts · 7 min read
Fact checking a documentary Short
A documentary Short built by ViewMade ships with a media credits file that names the source of every clip in the render, alongside a Starter plan priced at $29
- Tools and costs · 6 min read
Free AI video generators and what you give up
On 23 August 2026, four of the nineteen pricing pages we could read directly listed a free plan at $0: Opus Clip, Medeo, Vicsee and Quso.
- Tools and costs · 7 min read
The GPU cost behind an AI Short
In a direct HTTP fetch on 23 August 2026, 17 of the 23 measured price pages in the AI short-video category returned readable prices from server-side HTML, and
- Faceless channels · 6 min read
Running a history faceless channel
On 23 August 2026, our keyword engine measured "history documentary youtube channel" at demand 97 and saturation 100 on a 0 to 100 scale, giving an opportunity
- Scripts · 6 min read
How long a 40 second script actually is
On 22 August 2026, ViewMade's product documentation listed 1080x1920 as its standard vertical output, with subtitles burned into the frame word by word across
- Faceless channels · 8 min read
How many faceless channels can one person run
On 23 August 2026, a keyword engine measured demand and saturation across 60 YouTube niches using real search data.
- Scripts · 6 min read
How many facts fit in a Short
A ViewMade Short renders at 1080x1920 with captions burned into the frame, one of 7 caption styles, measured 22 August 2026.
- Faceless channels · 7 min read
How to start a faceless YouTube channel in 2026
A measurement of 60 YouTube niches taken on 23 August 2026 found opportunity scores between 49 and 63 out of 100, meaning every niche tested carries both real
- Tools and costs · 7 min read
How video tools count a minute
On 23 August 2026 we pulled the pricing pages of 17 short-video tools directly from their servers, without running JavaScript.
- YouTube SEO · 6 min read
What keyword difficulty means on YouTube
On 23 August 2026 we measured 60 YouTube niches with a keyword engine set to estimated=false, meaning every number below is a reading, not a guess.
- Tools and costs · 6 min read
Lifetime deals in AI video: the arithmetic
On 23 August 2026 we pulled the pricing pages of 24 AI video tools over plain HTTP, without executing any JavaScript.
- Growth and money · 6 min read
Memberships and merch on a faceless channel
StoryShort, a faceless video tool with roughly 27,000 users, earned 20,864 US dollars in monthly recurring revenue from 370 paying subscribers as of 18 August
- Scripts · 6 min read
Narration or on screen text
ViewMade ships voiceover in 5 languages and burned-in subtitles in 7 styles, measured on 22 August 2026.
- Faceless channels · 5 min read
Running a psychology facts channel
On a 23 August 2026 measurement, the "psychology facts youtube channel" niche scored 94 out of 100 on search demand and 96 out of 100 on saturation, giving it
- Scripts · 7 min read
Quoting sources inside a Short
19 August 2026 measurement of 13 competitor homepages in this category found that the lowest server-side body was 11 words and the highest was 2910.
- Tools and costs · 6 min read
Refund policies across AI video tools
On 23 August 2026 we pulled the pricing pages of 24 AI video tools directly over HTTP, without running JavaScript.
- Shorts · 8 min read
Repurposing long form into Shorts
On 19 August 2026, a direct HTTP fetch of storyshort.ai returned an 11-word server-side body on every page tested, because the entire product renders in
- Scripts · 6 min read
Rewriting a script that failed
On 22 August 2026, our own product page listed 7 caption styles and 5 narration languages for a finished vertical documentary Short, measured directly from the
- Tools and costs · 7 min read
Scheduling and publishing tools
On 23 August 2026 we loaded the pricing pages of every tool we track in this category with JavaScript turned off. 7 of them returned no price at all.
- Scripts · 7 min read
Script length and what it costs to render
On 22 August 2026, ViewMade's Starter plan was priced at 29 US dollars a month for 50 renders, which comes to $0.58 per short.
- Scripts · 6 min read
Scripts that survive translation
ViewMade's interface ships in seven languages and its voiceover in five, measured on the pricing page on 22 August 2026.
- Scripts · 6 min read
Script to storyboard in one pass
ViewMade renders every finished short at 1080x1920 vertical, with captions burned into the frame in one of 7 styles, measured on 22 August 2026.
- Scripts · 7 min read
Scripts for a second channel in the same niche
ViewMade documents its Shorts output as 1080x1920 vertical video with word-by-word burned-in captions, across 7 caption styles and 5 voiceover languages, per
- Growth and money · 7 min read
A second channel or a second language
ViewMade's interface is available in 7 languages and its narration in 5 languages, according to the measurement dated 22 August 2026.
- Growth and money · 5 min read
Selling a faceless channel
On 19 August 2026, a backlink scan of storyshort.ai counted 485 referring domains pointing at roughly 60,521 indexed pages, with 78 percent of a 554-link sample
- Shorts · 6 min read
Audio on a Short: what actually matters
ViewMade ships 5 voiceover languages per render, measured on 22 August 2026.
- Shorts · 7 min read
Publishing Shorts in a second language
As of 22 August 2026, ViewMade ships voiceover in 5 languages and an interface in 7, while StoryShort had built 11,994 category pages per language across 5
- Faceless channels · 5 min read
Running a space and astronomy faceless channel
On 23 August 2026, the space and astronomy niche on YouTube scored 86 out of 100 for demand and 87 for saturation, giving it an overall opportunity score of
- Growth and money · 7 min read
Sponsorship rates for small channels
On 18 August 2026, StoryShort, a faceless short-video tool, reported $20,864 in monthly recurring revenue from 370 active subscribers, an average of 56
- Tools and costs · 7 min read
Stock footage vs archive footage
On 23 August 2026, we pulled the home pages of 13 competing short-video tools without executing JavaScript and recorded how much readable text each one
- Tools and costs · 7 min read
Switching costs between video tools
On 23 August 2026, we pulled the pricing pages of 24 short-video tools directly from their servers and could read a usable price from 17 of them; 7 did not
- Tools and costs · 7 min read
Team plans compared
On 23 August 2026 we pulled the pricing pages of 23 tools in this category directly from their servers, without running JavaScript, and 17 of them returned at
- Shorts · 7 min read
Text overlay styles measured
ViewMade ships 7 built-in caption styles for vertical shorts, measured on 22 August 2026 against its own pricing and product documentation.
- Scripts · 6 min read
The middle of a script problem
ViewMade renders every short at 1080x1920 with captions burned into the frame, and as of 22 August 2026 the product ships 7 caption styles for that output.
- Tools and costs · 7 min read
Thumbnail generators compared
On 23 August 2026 we pulled the pricing pages of 23 tools in this category directly over HTTP, with JavaScript disabled, and 17 returned a usable price while 7
- YouTube SEO · 7 min read
Translating titles for other markets
On 22 August 2026, ViewMade's product documentation listed seven interface languages and five voiceover languages for its short-video output.
- Faceless channels · 6 min read
Running a true crime faceless channel
92 of 100 demand and 94 of 100 saturation: that is what our keyword engine measured for "true crime youtube channel" on 23 August 2026.
- Tools and costs · 6 min read
Text to speech cost per minute compared
On 22 August 2026, ViewMade's Starter plan was listed at 29 USD per month for 50 renders, which comes to 0.58 USD per finished vertical Short, with voiceover
- Shorts · 6 min read
Framing archive footage vertically
ViewMade's documented output for a finished Short is 1080x1920 pixels, a vertical frame recorded on its pricing and product documentation page on 22 August
- Tools and costs · 7 min read
Voice cloning tools and the rules
ViewMade ships voiceover in 5 languages per its product documentation, measured on 2026-08-22.
- Tools and costs · 6 min read
Watermarks across AI video tools
On 2026-08-23 we pulled the pricing pages of 17 AI video tools directly over HTTP, without executing JavaScript, and could read a published price on all 17.
- Tools and costs · 8 min read
What a full faceless stack costs monthly
On 23 August 2026 we pulled the pricing pages of 23 short-video tools straight from each vendor's server, without running JavaScript.
- Growth and money · 6 min read
What brands pay for UGC video
One faceless-video tool, StoryShort, reports $20,864 in monthly recurring revenue on TrustMRR, Stripe API verified, measured on 18 August 2026.
- Tools and costs · 7 min read
When an AI video tool is not worth it
On 23 August 2026, direct reads of competitor price pages put the lowest entry plan in this category at $10 per month (Fluxnote, Rise plan) and the highest at
- Growth and money · 7 min read
When to quit a niche
On 2026-08-23, our keyword engine measured 60 YouTube niches with estimated=false, meaning these are measurements, not projections.
- Tools and costs · 7 min read
Where creators pay twice for the same job
On 23 August 2026 we pulled the homepages and pricing pages of 22 competing short-video tools without running JavaScript, and read what each product says it
- Scripts · 6 min read
Writing a Short script that holds
7 caption styles ship with every ViewMade render, per its product documentation measured on 22 August 2026, because a script that holds attention needs text on
- Scripts · 6 min read
Writing for a synthetic voice
ViewMade offers narration in 5 languages, a figure measured from its own output documentation on 22 August 2026.
- YouTube SEO · 7 min read
Channel audit: what actually to look at
On 22 August 2026, the homepage of one tool in this category returned 1274 words of server-rendered body text without JavaScript running.
- YouTube SEO · 6 min read
YouTube keyword research without guessing
On 2026-08-23 we ran a keyword measurement across 60 YouTube niches and returned a single number for each: an opportunity score from 0 to 100, marked
- YouTube SEO · 7 min read
Thumbnail A/B testing and what it really shows
On 19 August 2026 we pulled the server-side HTML of four pages on storyshort.ai without executing JavaScript and found the same result on every page: 11 words
- YouTube SEO · 7 min read
YouTube search vs Google video results
14 of 15 commercial queries we tested on 19 August 2026 put the same site outside the top 12 on Google, while that site's own brand query still surfaced it
- Shorts · 4 min read
Is there an AI tool that finds real footage and narrates it? What sourcing actually involves
Sourcing real archive footage is the stage that decides whether a Short looks like a record or a catalogue, and it is the stage most tools quietly skip. What it takes, measured on one render.
- Faceless channels · 6 min read
Is your faceless niche saturated? The test that answers it
Saturation is not a number of channels, it is a ratio you can compute. Here is the outlier arithmetic that separates a crowded niche from a closed one.
- Faceless channels · 7 min read
The best AI video generator for a faceless YouTube channel in 2026, judged by output
Most comparisons rank these tools by feature list. This one sorts them by what they actually produce, using a frame-accurate reference band from ten high-retention Shorts as the measuring stick.
- Faceless channels · 6 min read
The faceless documentary workflow, end to end, with the time each stage takes
Every stage between a topic and a published vertical documentary, what each one costs in attention, and which of them a single pipeline removes — measured against 23 completed renders.
- Tools and costs · 6 min read
What a faceless YouTube channel really costs in 2026, for 30 Shorts a month
The compute cost of thirty finished vertical documentaries, taken from a production ledger of 20 real jobs, set against what the subscriptions charge and what the whole thing costs in hours.
- Tools and costs · 6 min read
InVideo vs Revid vs ViewMade — the six measurements that decide it
A comparison of three faceless video tools that refuses to score products it has not measured, and instead hands over the six numbers you can check on any of them in twenty minutes.
- Shorts · 6 min read
How to publish YouTube Shorts daily when you cannot edit video
Where "no editing required" is true, where it quietly stops being true, and the six checks that let someone who has never opened a timeline judge whether a finished video is any good.
- Shorts · 8 min read
Why your AI Shorts look like stock footage, and the four things that fix it
The four measurable reasons an automated vertical video reads as generic, checked against a frame-accurate reference set of ten high-retention Shorts and one full production manifest.
- Growth and money · 7 min read
Will YouTube demonetise AI Shorts? What the policy actually says
YouTube's monetisation rules do not ban AI. They ban templated mass production and undisclosed synthetic realism, which are different things, and the distinction is where channels are actually lost.
- YouTube SEO · 6 min read
YouTube outlier finders in 2026, and what an outlier actually is
Every tool in this category reports a different number for the same video, because "outlier" is a formula with two choices in it. Here is ours, written out, and what to ask any tool that will not show you theirs.
- Shorts · 4 min read
We measured the cut rhythm of Shorts that work. Here are the numbers.
Ten high-retention vertical documentaries, measured shot by shot: how long they run, how often they cut, and how long a single shot is allowed to sit before attention leaves.
- Tools and costs · 3 min read
What one AI Short actually costs to make
A production-ledger view of what a finished vertical documentary costs to produce, measured across 20 real jobs with the range, median and delivery time shown.
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