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Model infoModelsSnapshot: 15 Oct 2026

Photoroom / Instant Diffusion

Instant Diffusion (internal v2)

Historical internally trained diffusion model described in Photoroom’s foundation-model research. Exact current API mapping is unresolved.

historicalClosed weightsImage generationImage editing
Official documentation (opens in a new tab)Reviewed 15 Oct 2026
3 of 19 specification fields collected
Context windowNot collectedAwaiting source review
Maximum outputNot collectedAwaiting source review
Input billingNot collectedPhotoroom internal research
Output billingNot collectedNo inferred price

Specifications

Provider-documented facts. “Not collected” means we have not verified that field yet, not that the feature is unsupported.

Context / input limit
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Maximum input tokens
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Maximum output
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Maximum prompt characters
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Reasoning
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Tool calling
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Structured output
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Streaming
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Batch processing
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Fine-tuning
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Context caching
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Knowledge cutoff
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Release date
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Parameters
Not collected

Research gives a target around one billion parameters, not an exact verified checkpoint count.

Architecture
Transformer-based latent diffusion, developed for image editing. Exact checkpoint architecture not published.Source for Architecture (opens in a new tab)
Languages
Not collected

Not established for this exact image model or managed deployment. No language-model capabilities are inferred from HTTP or JSON transport.

Input modalities
Not collected

Exact supported input interface for this internal research revision was not published.

Release window
Internal intermediate version; exact date not publishedSource for Release window (opens in a new tab)

Access & pricing

Prices belong to an endpoint and billing tier. A provider listing does not guarantee access for every account or region.

Photoroom internal research

Provider source (opens in a new tab)
API model ID
Not collected

No public selector established for this internal checkpoint.

Access
Internal research version; no public endpoint established.
Regions
Not established for historical internal deployments

Endpoint pricing has not been collected. Check the provider for applicable rates.

Data & enterprise terms

Retention, training use, regional processing and enterprise terms have not been summarized for this endpoint.

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 internal research

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

Closed-weight classification is inferred from the provider research describing its internally trained Instant Diffusion model, service ownership terms and the reviewed public checkpoint inventory. Public PRX, PRX Pixel and FLUX derivatives do not establish release of these exact historical weights. Internal research version names must not be equated with similarly numbered API selectors.

Classification evidence (opens in a new tab)

Lifecycle dates

Development history published; not the exact model release date23 Apr 2024Source (opens in a new tab)

Sources reviewed