P

Fidelity Raters

API service

by Photoroom

A scoring component that compares generated product visuals with reference images.

Find alternatives to Fidelity Raters

What it does

• Evaluation and observability

Features 3

• Fashion RaterChecks color, shape, patterns, logos and buttons of generated fashion visuals against the reference product.
• Food RaterChecks generated food visuals for ingredients, portions and packaging.
• Fidelity scoring with pass, fix or reviewScores each output against the reference and routes low scores to Visual Fix or manual review.

Sources

Pricing

Pricing page · 14 Oct 2026

"Contact our sales team to discuss pricing."

Description

Official documentation · 14 Oct 2026

"Fidelity Raters score every output against your reference image"

What it does

Official documentation · 14 Oct 2026

"Every output receives a fidelity score"

Sold within

Official documentation · 14 Oct 2026

"Visual QA is the wider layer around it"

Name

Official documentation · 14 Oct 2026

"How Fidelity Raters work"

URL

Official documentation · 14 Oct 2026

"How Fidelity Raters work"

Deployment

Official documentation · 14 Oct 2026

"Fashion Rater and Food Rater are both available through the Visual QA API for enterprise customers."

Interfaces

Official documentation · 18 Oct 2026

Page: 'Fashion Rater and Food Rater are both available through the Visual QA API for enterprise customers'.

Intended for

Official documentation · 18 Oct 2026

Page: 'Fashion Rater and Food Rater are both available through the Visual QA API for enterprise customers'.

Also from Photoroom

• Photoroom Application

  AI photo editor that removes backgrounds, generates product and marketing imagery, and creates short product videos; its one-click tools include Edit with AI, Flat Lay, Virtual Try-On, Recolor, Remove Wrinkles, an AI Image Generator and a Product Page Rater.

• Photoroom API API service

  Photoroom's image-editing API, led by background removal, for developers processing product images at volume.

• Photoroom Batch Editor Application

  Applies the same AI edit across a whole catalogue of product photos at once, so a set of images stays visually consistent.

• Photoroom AI Fashion Models Application

  Generates lifelike AI fashion models to showcase uploaded product images: "Instantly showcase your products on lifelike virtual models," letting a seller preview clothing and accessories on different body types, poses and backgrounds.

• Photoroom AI Shadows Application

  Adds realistic shadows to flat product photos: "Add realistic AI shadows to Images & Product Photos," producing consistent, natural shadows for marketplace and store listings.

• Photoroom Background Generator Application

  Generates realistic backgrounds behind a product photo: "you can create high-quality product images instantly: no studio, lighting, or editing skills required."

• Photoroom Ghost Mannequin Application

  Removes mannequins and human models from clothing photos while preserving the garment's shape: "Transform flat, wrinkled product shots into realistic, 3D invisible model images" for e-commerce and marketplace listings.

• Photoroom Product Beautifier Application

  Enhances a basic product photo into a studio-quality image: "Turn basic product shots into polished, studio-quality visuals" by automatically improving lighting, sharpness and color.

• Photoroom Product Staging Application

  Places a product photo into a realistic lifestyle scene automatically: "places your item into a realistic lifestyle scene, like being held, worn, or placed on a table, helping customers instantly visualize it in the real-world."

• Photoroom Product Video Generator Application

  Turns product photos into short marketing videos: "Create professional product videos from photos in minutes with AI," using 300+ templates, a custom prompt, or both.

• Visual QA API service

  An API service that scores generated product visuals for fidelity.

• Create & Transform API service

  An API service that creates and edits commerce visuals.

• Visual Fix AI agent

  A component that retries generated visuals with adjusted parameters and scores the results.

• Visual Agents AI agent

  Photoroom's enterprise service that assembles AI models, edits and quality checks into a workflow configured per catalogue: every image is scored against the buyer's pass and fail criteria, corrected when it misses and held back until it passes.

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