fashionFidelity: higher is better. foodFidelity: 0 faithful, 1 issue. Crop scores increase with cropping; overall quality increases with quality. Scores are feature-specific, not universally probabilities.Source for How to interpret scores (opens in a new tab)
Response format
Caption/metadata plus nested features results. features is optional; clothingItemDetection is a separate boolean, default false. Do not parse it as the v3 flat response.Source for Response format (opens in a new tab)
Classification labels
aiGenerated, hate, violence, text, overallImageQuality, humanElements, isEcommerceProduct, isFoodOrBeverage, cropped, fashionFidelity, foodFidelity, shadowCastOverProductSource for Classification labels (opens in a new tab)
Endpoint pricing has not been collected. Check the provider for applicable rates.
Data & enterprise terms
Exact Enterprise QA retention and data-use terms were not recovered. The general image API FAQ is not a substitute for the Enterprise contract.
fashionFidelity: higher is better. foodFidelity: 0 faithful, 1 issue. Crop scores increase with cropping; overall quality increases with quality. Scores are feature-specific, not universally probabilities.Source for How to interpret scores (opens in a new tab)
Response format
Requested outputs are top-level keys, including caption, metadata and selected feature objects. features is required and accepts a nonempty array or comma-separated string.Source for Response format (opens in a new tab)
Garment classification taxonomies
mainGarmentColor requires colorTaxonomy (1–1,000 unique-code entries with six-digit hex). mainGarmentCategory requires categoryTaxonomy (1–2,000 unique-code nodes with optional parentCode). Each feature and taxonomy must appear together. These and clothingItemDetection share one model call; no dollar rate published.Source for Garment classification taxonomies (opens in a new tab)
Endpoint pricing has not been collected. Check the provider for applicable rates.
Data & enterprise terms
Exact Enterprise QA retention and data-use terms were not recovered. The general image API FAQ is not a substitute for the Enterprise contract.
Caching
Caching can reuse earlier input processing. Availability, lifetime and billing depend on the endpoint. A cache hit still generates a new response.
01 / INITIAL INPUTProcess & retain
The system processes eligible input and retains reusable state.
02 / LATER REQUESTCheck available state
Reuse depends on matching input, session state and the cache policy.
03 / CACHE HITReuse & generate
Reusing state can reduce repeated work. Any charges follow the billing rules below.
Photoroom Visual QA API
Not verified
No reviewed cache contract for this route.
How it works
Not collected
No reviewed cache contract for this route.
Minimum reusable input
Not collected
No reviewed cache contract for this route.
Lifetime & refresh
Not collected
No reviewed cache contract for this route.
How to enable it
Not collected
No reviewed cache contract for this route.
Usage fields
Not collected
No reviewed cache contract for this route.
Billing rules
Not collected
No reviewed cache contract for this route.
Limits & data boundaries
Not collected
No reviewed cache contract for this route.
No verified cache rate for this endpoint. An empty rate is not a zero charge.
Caching reviewed 15 Oct 2026
Photoroom Visual QA API
Not verified
No reviewed cache contract for this route.
How it works
Not collected
No reviewed cache contract for this route.
Minimum reusable input
Not collected
No reviewed cache contract for this route.
Lifetime & refresh
Not collected
No reviewed cache contract for this route.
How to enable it
Not collected
No reviewed cache contract for this route.
Usage fields
Not collected
No reviewed cache contract for this route.
Billing rules
Not collected
No reviewed cache contract for this route.
Limits & data boundaries
Not collected
No reviewed cache contract for this route.
No verified cache rate for this endpoint. An empty rate is not a zero charge.
Caching reviewed 15 Oct 2026
What the measurements say
No benchmark observations have been added for this model. We do not turn a vendor description into a performance score.
Latency and throughput depend on the host, request size, reasoning settings and load. There is no measured speed or global usage figure in this record.
The record behind the model
Why it is included
Managed deployment, not a separately established private base checkpoint. Photoroom documents this model-backed workflow, but exact private derivative identity and the mapping to Instant Diffusion or third-party models remain unresolved. API versions, presets and transports do not establish new foundation models.
