Back to Blog
Strategy
February 28, 20268 min

The ROI of AI Video for E-commerce Brands

How to estimate the return on AI-generated product video: a production-cost comparison, a framework to size ROI for your own catalog, and which formats and placements to prioritize.

Search for the return on investment of product video and you will find the same figures repeated across dozens of articles, each citing the last. We are not going to add to that pile. What follows is how to produce a number that is true for your business, and what to expect while you produce it.

Why the industry figures do not transfer

The uplift a video produces depends entirely on the size of the gap it closes. A video that resolves a genuine doubt about scale, texture or mechanism closes a large gap. A video that restates what the photographs already showed closes nothing. Two stores in the same category can therefore see opposite results from identical spend.

There is also a selection effect nobody mentions: the brands that invest in video are usually already doing everything else well, so published uplifts measure the brand as much as the video.

The measurement, in five steps

  1. Pick one product with existing traffic. Not the one that needs help. Video amplifies demand far more reliably than it creates it, and you need enough visitors for the result to mean anything.
  2. Record the baseline over a full cycle. Sessions, add-to-carts, orders. Two weeks minimum; longer if your traffic is spiky.
  3. Add the video and change nothing else. Not the price, not the photographs, not the copy. Changing three things at once is what ruins most store-side tests.
  4. Measure the same window again. Same length, ideally the same part of the month.
  5. Compare conversion rate. Not revenue, which moves with traffic.

Multiply any difference by your traffic and your average order value. That is a number you can defend.

The cost side, precisely

Artvizon is credit-based. Credits do not expire, and every generation shows its exact cost before you confirm, because the model, duration and resolution you choose change the price substantially: a short clip on a standard model is a fraction of a 36-second multi-chapter ad on a premium one.

There is no unlimited plan. Any tool advertising one is either capping you somewhere you have not read or absorbing a loss it will eventually stop absorbing.

The entry point is a €5 offer for one short video from your own product. That is the honest framing of the risk: the cost of finding out whether video helps your catalogue is five euros.

Where the return usually appears first

Paid social, not the product page. Creative fatigue makes fresh assets immediately valuable there, and the feedback loop is days rather than weeks. Product-page effects are real but slower to read, because the traffic is smaller and noisier.

If you run paid social, start there. You will know something by the end of the week.

The second-order return nobody measures

Returns. In most categories a meaningful share of returns come from expectation mismatch rather than defect, and expectation mismatch is almost always about scale, texture or mechanism, which is exactly what video shows and photographs do not. Whether this applies to you is visible in your own return reasons, and if it does, the saving can be larger than the conversion effect.

The caveat that outranks everything above

Video does not create demand. It removes one specific friction. Where that friction is not what is stopping your buyers, better video changes nothing, and discovering that for five euros is a good outcome too.

Related reading: Working out whether product video pays and Pricing.

Try it on one of your own products

All articles

Discussion

Please log in to join the discussion

Log In

Loading comments...