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Virtual try-on on a real photograph
Recommending a size does not address the second-largest cause of return: "it doesn't look the way I expected". Try-on on a real photograph addresses that cause.
Virtual try-on on real photographs plus size recommendation, or size recommendation alone? Capability by capability, no value judgement.
Two problems answered, one widget on the product page. The rest fits in the table below.
Neutral comparison based on 2026 declared capabilities. Sources: both vendors' public sites, fundraising press releases, commercial demos.
| Capability | FittingMe.ai | Kleep.ai |
|---|
Neutral comparison. If a capability has shifted, let us know — the page is refreshed whenever either side declares a change.
The capabilities in the table above reduce to three product decisions that shape the on-PDP experience.
Recommending a size does not address the second-largest cause of return: "it doesn't look the way I expected". Try-on on a real photograph addresses that cause.
Kleep treats sizing with one product, content with another, video with a third. FittingMe.ai unifies try-on and size into a single widget on the PDP.
Our benchmarks reference Baymard, KPMG, and Statista. Kleep's return-reduction claim has no published methodology to date.
A neutral comparison does not hide the other product's strengths. Here is what Kleep does better or earlier today.
If you're sourcing product-content generation, Kleep is the better fit. For real-time try-on plus size recommendation on the PDP, FittingMe.ai is the better fit.
30-minute demo on your catalogue. You leave with an integration plan and a price range — comparable against your Kleep quote if you have one.
Open the public widget →