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Model infoModelsSnapshot: 15 Oct 2026

Reducto / Reducto

Reducto r-1

Trained full-page parsing model that handles text, tables, figures, layout, formatting and grounding in one pass.

previewClosed weightsDocument understandingOCR
Official documentation (opens in a new tab)Reviewed 15 Oct 2026
8 of 18 specification fields collected
Context windowNot collectedAwaiting source review
Maximum outputNot collectedAwaiting source review
Input billingSee ratesReducto API
Output billingSee ratesPublished units and conditions below

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

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Maximum input tokens
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Maximum output
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Parameters
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Release date
2026-09-01Source for Release date (opens in a new tab)

Public preview announcement.

Knowledge cutoff
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Reasoning
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Tool calling
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Structured output
SupportedSource for Structured output (opens in a new tab)

Document blocks and bounding boxes; not a general-purpose JSON Schema generator.

Streaming
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Batch processing
SupportedSource for Batch processing (opens in a new tab)

Discounted async Parse/Extract queue; not the synchronous API.

Fine-tuning
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Context caching
Not collected

No exact checkpoint-specific contract established. Unknown does not mean unsupported.

Input modalities
Documents, ImagesSource for Input modalities (opens in a new tab)
Output modalities
Structured document contentSource for Output modalities (opens in a new tab)
Architecture
Unified full-page generation rather than separate OCR, layout and general-purpose agentic passes.Source for Architecture (opens in a new tab)
Document extraction features
Text and handwriting, merged/nested tables, reading order, figure descriptions, formatting and page-relative bounding boxes. Custom prompts and chart extraction can add separate agentic passes.Source for Document extraction features (opens in a new tab)
Generation controls
V3 settings.model=r-1. Native OCR ignores ocr_system/extraction_mode; jsonbbox table output and track_offsets are unsupported. V2 API cannot select r-1.Source for Generation controls (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.

API model ID
r-1

Value of settings.model, not a top-level chat model identifier.

Access
Documented API-key service; no inference performed.
Regions
EU-only processing is offered for configured EU customers; this does not establish the region of every account.
API endpoint
POST https://platform.reducto.ai/parseSource for API endpoint (opens in a new tab)
Document file limit
Upload service: 100 MB direct, up to 5 GB with presigned storage upload. These are transport limits, not model context or guaranteed processing capacity.Source for Document file limit (opens in a new tab)
Request quotas
API edge: 1,000 requests/s per key; job polling 300/s. Account concurrency is a separate limit.Source for Request quotas (opens in a new tab)
Batch processing
Not supportedSource for Batch processing (opens in a new tab)

queue_priority does not enable the batch lane on synchronous endpoints.

Prices retain their published currencies and billing units below.

Published billing units · original currency · observed 15 Oct 2026
CategoryUsageRateUnit
Usage pricingParsed pages1$10.001,000 pages
Usage pricingOCR data and/or citations add-on2$2.001,000 pages
Usage pricingPrompted blocks / custom regions add-on3$5.001,000 pages

Rate conditions

  1. Published list rate from September 1, 2026; negotiated contracts may differ.
  2. Published list rate from September 1, 2026; negotiated contracts may differ. Optional add-on for r-1; legacy Parse includes OCR.
  3. Published list rate from September 1, 2026; negotiated contracts may differ. Optional add-on; advanced charts billed separately.
Pricing source (opens in a new tab)

Data & enterprise terms

Growth and Enterprise API artifacts normally expire within 24 hours under the provider policy labelled ZDR. Studio jobs and persist_results are exceptions. Growth+ data is not used for training under that policy. General service terms grant broader data-use rights; do not generalize the paid-tier policy to every account. On-premise and custom contracts differ.

Read the service policy (opens in a new tab)
API model ID
r-1

Value of settings.model, not a top-level chat model identifier.

Access
Documented API-key service; no inference performed.
Regions
EU-only processing is offered for configured EU customers; this does not establish the region of every account.
API endpoint
POST https://platform.reducto.ai/parse_asyncSource for API endpoint (opens in a new tab)
Document file limit
Upload service: 100 MB direct, up to 5 GB with presigned storage upload. These are transport limits, not model context or guaranteed processing capacity.Source for Document file limit (opens in a new tab)
Request quotas
API edge: 1,000 requests/s per key; job polling 300/s. Account concurrency is a separate limit.Source for Request quotas (opens in a new tab)

Prices retain their published currencies and billing units below.

Published billing units · original currency · observed 15 Oct 2026
CategoryUsageRateUnit
Usage pricingParsed pages1$10.001,000 pages
Usage pricingOCR data and/or citations add-on2$2.001,000 pages
Usage pricingPrompted blocks / custom regions add-on3$5.001,000 pages
Batch usageBatch parsed pages4$8.001,000 pages

Rate conditions

  1. Published list rate from September 1, 2026; negotiated contracts may differ.
  2. Published list rate from September 1, 2026; negotiated contracts may differ. Optional add-on for r-1; legacy Parse includes OCR.
  3. Published list rate from September 1, 2026; negotiated contracts may differ. Optional add-on; advanced charts billed separately.
  4. Published list rate from September 1, 2026; negotiated contracts may differ. Calculated from $10 list rate with the documented 20% discount; queue_priority=batch, 12-hour completion guarantee. Add-ons separate.
Pricing source (opens in a new tab)

Data & enterprise terms

Growth and Enterprise API artifacts normally expire within 24 hours under the provider policy labelled ZDR. Studio jobs and persist_results are exceptions. Growth+ data is not used for training under that policy. General service terms grant broader data-use rights; do not generalize the paid-tier policy to every account. On-premise and custom contracts differ.

Read the service policy (opens in a new tab)

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.

Reducto API

r-1
Not verified

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

How it works
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Minimum reusable input
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Lifetime & refresh
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

How to enable it
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Usage fields
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Billing rules
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Limits & data boundaries
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

No verified cache rate for this endpoint. An empty rate is not a zero charge.

Caching reviewed 15 Oct 2026

Reducto API

r-1
Not verified

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

How it works
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Minimum reusable input
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Lifetime & refresh
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

How to enable it
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Usage fields
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Billing rules
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

Limits & data boundaries
Not collected

No model-specific prompt-cache contract or discounted cache tariff established. Retained job artifacts, cached weights and downstream LLM caching are different mechanisms.

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

Provider explicitly describes its trained model or privately distributed deployment weights. Public RolmOCR is separately released and described as distinct from production model training. This record does not inherit the open RolmOCR checkpoint.

Classification evidence (opens in a new tab)

Sources reviewed