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Model infoModelsSnapshot: 15 Oct 2026

Sarvam AI / Sarvam Vision

Sarvam Vision

3B state-space vision-language model for Indic document OCR, table parsing and visual understanding.

availableClosed weightsDocument understandingOCR
Official documentation (opens in a new tab)Reviewed 13 Oct 2026
7 of 16 specification fields collected
Context windowNot collectedAwaiting source review
Maximum outputNot collectedAwaiting source review
Input billingNot collectedAmazon SageMaker · Sarvam package
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
Maximum output
Not collected
Reasoning
Not collected
Tool calling
Not collected
Structured output
Not collected
Streaming
Not collected
Batch processing
SupportedSource for Batch processing (opens in a new tab)

SageMaker Batch Transform workflow, not a managed API discount.

Fine-tuning
Not collected
Knowledge cutoff
Not collected
Architecture
State-space vision-language modelSource for Architecture (opens in a new tab)
Languages
View all 23 entries
  • Bengali
  • English
  • Gujarati
  • Hindi
  • Kannada
  • Malayalam
  • Marathi
  • Odia
  • Punjabi
  • Tamil
  • Telugu
  • Assamese
  • Bodo
  • Dogri
  • Konkani
  • Kashmiri
  • Maithili
  • Manipuri
  • Nepali
  • Sanskrit
  • Santali
  • Sindhi
  • Urdu
Source for Languages (opens in a new tab)
Context caching
Not collected

Access & pricing

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

Amazon SageMaker · Sarvam package

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

A route or service is documented, but a stable version-specific checkpoint selector has not been established.

Access
Subscribe to the Sarvam AWS Marketplace model package and deploy in your AWS account. Package ARN and deployment configuration are customer-specific.
Regions
Customer-selected AWS region, subject to the package listing’s supported regions.
Usage metering
AWS instance usage plus software fee. No numerical Marketplace rate verified; managed per-character/per-hour rates do not apply.Source for Usage metering (opens in a new tab)
Batch processing
SupportedSource for Batch processing (opens in a new tab)

SageMaker Batch Transform workflow, not a managed API discount.

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

Data & enterprise terms

Provider documents network-isolated deployment inside the customer VPC, with no outbound internet from the container. This applies to the self-hosted package, not the managed API.

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.

Amazon SageMaker · Sarvam package

Not verified
How it works
Not collected
Minimum reusable input
Not collected
Lifetime & refresh
Not collected
How to enable it
Not collected
Usage fields
Not collected
Billing rules
Not collected
Limits & data boundaries
Not collected

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

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

Inferred for this exact native API release/service from provider documentation and review of Sarvam’s public weight inventory. No weights for this identity were identified. Public Sarvam language/translation weights and hosted third-party weights are excluded. A named service or version does not establish an independently disclosed checkpoint.

Classification evidence (opens in a new tab)

Lifecycle dates

Release announced5 Feb 2026Source (opens in a new tab)

Sources reviewed