Vision-language model with semantic layout parsing and a pointer-based reading-order component; post-training uses supervised learning and verifiable-reward reinforcement learning.Source for Architecture (opens in a new tab)
The API accepts a model string but does not enumerate a stable 2.1 selector. The 2.1 launch links these service endpoints; a checkpoint pin is not invented.
Access
Sarvam API subscription key; credit balance and account rate limits apply.
Regions
Model-specific regional routing and contractual data residency require verification.
The API accepts a model string but does not enumerate a stable 2.1 selector. The 2.1 launch links these service endpoints; a checkpoint pin is not invented.
Access
Sarvam API subscription key; credit balance and account rate limits apply.
Regions
Model-specific regional routing and contractual data residency require verification.
Schema-based Extract endpoint, not a blanket guarantee for Digitise or all JSON Schema keywords.
Extraction schema limits
Exactly one inline schema or saved config_id. Object root, typed and described properties; strings, numbers, integers, booleans, objects, arrays and enums; maximum nesting depth 4.Source for Extraction schema limits (opens in a new tab)
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.
Sarvam API
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.
Sarvam API
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.
