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What do people complain about in AI video and posting tools? A rough count of low-star reviews

By Luven AI. Updated 4 Nov 2026

Mostly money and bugs, not results. Of about 700 reviews at 1 to 3 stars, about 5 blamed the tool for not getting views. Tools that make videos were blamed most for credits, charges and cancelling. Tools that post were blamed most for bugs and failed posts. We make a tool like these, and this is a rough keyword count we can’t rerun, so treat it as a hint.

What we found

Kind of toolLow-star reviewsWhat shows up most
Two caption and short-video apps369Billing, credit, cancel or price words in 211 (57%)
An avatar video app107Billing, credit, cancel or price words in 71 (66%)
Clippers65Billing, credit, cancel or price words in 21 (32%)
Schedulers191, counted with one extra toolBugs in 73 (38%), billing words in 44 (23%)

The rows add up to 732, more than our total of about 700, because the schedulers row includes one tool left out of that total. These are keyword counts from public App Store and Shopify reviews, and an AI reader did the counting with no second check. We kept these totals, not the reviews themselves. Unhappy people write more reviews, and people who quietly leave write none, so this shows what the loud complaints are, not how good any tool is.

What it means for you

Don’t read this as “results don’t matter”. Most buyers can’t tell whether a tool caused their results, so they complain about what they can see: the charge on their card. That’s still worth planning around.

Six checks before you pay

  1. How many finished videos does a month’s credit really buy? Divide it out. Count the tries you’ll throw away.
  2. What does a failed try cost? Look for the words on the pricing page. If they aren’t there, ask.
  3. What happens when you run out: does it stop, or charge you more?
  4. How do you cancel? Find the button before you buy. “Charged after cancelling” is a common complaint.
  5. Does it say a post went out when it didn’t? Post one to each channel and check for yourself.
  6. Does it show your real product, or something that looks like everyone else’s? “Generic” and “cookie cutter” are the words unhappy reviewers use.

How Lou is planned to answer these

Lou by Luven AI is planned to show a set number of seconds of AI footage with a hard stop, and a failed video doesn’t use up a video from your plan. None of that is proven, because Lou isn’t open. Hold us to the same six checks when it is.

How we write these: with AI help, from the sources we link, with dates. Counts marked as ours were made by an AI reader with no second check. If something’s wrong, email everest@luven.ai and we’ll fix it and say so.

Lou waving goodnight from a lit porch above a small town at night.

Want to hold Lou to the same checks?

Lou isn’t open yet. Join early access and we’ll email you when there’s a place for you.

Join early accesseverest@luven.ai