Comparison · Photta vs Fitroom
Photta vs Fitroom — pick the right fit for fashion APIs
Fitroom is laser-focused on virtual try-on with lower credit costs per call (1 credit standard, 2 credits HD) plus clothes/model quality checkers. Photta ships broader — apparel plus jewelry plus ghost mannequin — at 5 credits per 2K try-on. Every fact below was pulled from fitroom.app on 2026-04-19.
In one sentence
Fitroom's try-on costs 1 credit standard, 2 credits HD — cheaper per call than Photta's 5 / 7. Fitroom also ships 0.5-credit input-quality checkers that Photta doesn't. Photta adds jewelry try-on and ghost mannequin (dedicated endpoints), published rate limits and per-endpoint $ pricing. Pick Fitroom if try-on is your only use case and credit cost is the deciding factor. Pick Photta if you need more than one endpoint or you want transparent dollar-level pricing today.
Pricing data as of · 2026-04-19
Feature matrix
Every row, side by side
No selective omissions. Where Fitroom wins, we say so. Where a number isn't public, we mark it honestly.
| Feature | Photta | Fitroom |
|---|---|---|
| Apparel virtual try-on | Yes | Yes |
| Jewelry try-on endpoint | Yes | No |
| Ghost-mannequin endpoint | Yes | No |
| HD / 4K try-on | 4K variant, 7 credits | HD variant, 2 credits |
| Clothes quality checker | No | 0.5 credits |
| Model photo checker | No | 0.5 credits |
| AI fashion model generator | Yes | Coming soon (per Fitroom) |
| AI upscaler / enhancer | Yes | Coming soon (per Fitroom) |
| Pricing model | Credit-based, consumer plans | Pay-as-you-go or subscription |
| Shopify integration | Yes | Yes |
| Published per-call cost | Per-endpoint credits listed (5 / 7 / 4) | Credits listed per tool, $ amounts not shown on page |
Source: fitroom.app/api-pricing. Pulled 2026-04-19.
Where Photta leads
Why developers pick Photta
- Jewelry try-on and ghost mannequin already ship in production. Fitroom's equivalents are listed as 'coming soon' on its pricing page.
- Plan tiers flow through Photta's consumer subscription with published $ amounts on the main pricing page. Fitroom's pricing page lists credit costs but not the dollar plan tiers directly.
- Three capabilities share a single credit balance: apparel, jewelry, ghost mannequin. Fitroom's live surface is try-on + quality checkers.
- Photta publishes rate limits per plan (10/30/60 per minute). Fitroom does not publish rate limits on its pricing page.
Where Fitroom leads
Why developers pick Fitroom
- Fitroom ships 0.5-credit clothes checker and model checker endpoints that pre-validate inputs before you spend a full try-on credit.
- 1 credit per standard try-on and 2 credits HD is cheaper per call than Photta's 5 / 7 for equivalent resolutions.
- Fitroom's marketing + docs are tuned specifically for Shopify, Magento and WooCommerce merchants.
Pick Photta if
You need more than apparel try-on or want jewelry today
Photta covers apparel, jewelry and ghost mannequin under one credit balance. The credit cost per call is higher than Fitroom's sticker, but you avoid juggling a separate vendor every time a new use case (jewelry PDP, ghost-mannequin backfill) lands on your roadmap.
Pick Fitroom if
Try-on is your only use case and credit cost is king
If you're shipping a single virtual try-on feature for apparel on Shopify or WooCommerce, Fitroom's 1-credit-per-call price plus input-quality checkers can be hard to beat. Reassess once you need jewelry, ghost mannequin or AI fashion model generation — those are still 'coming soon' on Fitroom's pricing page.
Questions other developers ask
Questions before you commit
Which is cheaper per call, Photta or Fitroom?+
Fitroom — on a pure per-call basis. 1 credit per standard try-on vs Photta's 5 credits at 2K. Whether that translates into lower total spend depends on your plan structure and how many other Photta endpoints (jewelry, ghost mannequin) you use on the same account.
Does Fitroom support jewelry try-on?+
Not at the time this comparison was published. Fitroom's API pricing page lists 'AI fashion model generation' and 'AI enhancer' as 'Coming soon' but does not list a jewelry-specific endpoint. Photta ships jewelry try-on as a dedicated endpoint today.
What does Fitroom's clothes checker do?+
It's a 0.5-credit endpoint that analyses a garment photo for clothing type and quality before you spend a full try-on credit — catching bad inputs early. Photta doesn't currently ship an equivalent pre-check; you just rely on the try-on endpoint's own error response when an input is unusable.
Can I use Photta and Fitroom together?+
Technically yes — they're independent REST APIs. A common pattern is Fitroom for apparel try-on plus Photta for jewelry and ghost mannequin, or Photta for everything if you want one vendor. Operationally, running two vendors means two credit balances, two sets of webhooks, and two invoices; make sure the savings justify the complexity.
Comparison · Photta vs Fitroom
Run both, then decide
Trial credits come with every Photta account. Run the same product photo through Photta and Fitroom side by side and pick on output quality, not marketing copy.