Sarvam

Sarvam AI is an Indian-language AI platform offering a unified REST and WebSocket API across speech-to-text (Saaras / Saarika), text-to-speech (Bulbul, 30+ voices), translation and transliteration (Mayura / Sarvam-Translate) for 22 Indian languages, multilingual chat completion (Sarvam-30B and Sarvam-105B, OpenAI-compatible), and document digitization (Sarvam Vision). The API is authenticated with an api-subscription-key header, billed in Indian Rupees with ₹100 free credits on signup, and shipped with official Python and JavaScript SDKs, published OpenAPI and AsyncAPI specs, a documentation MCP server, a status page, and a dated changelog. Sarvam is backed by Bessemer Venture Partners.

Sarvam publishes 8 API contracts indexed on the APIs.io network, including Pronunciation Dictionary API, Speech To Text Job API, Speech To Text Translate Job API, and 5 more. Tagged areas include Company, Artificial Intelligence, Machine Learning, Speech-to-Text, and Text-to-Speech.

The Sarvam catalog on APIs.io includes 1 event-driven AsyncAPI specification and 1 Spectral governance ruleset.

Sarvam’s developer surface includes engineering blog, documentation, API reference, getting-started guide, pricing, signup flow, support, and 25 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

56.4/100 strong ▬ flat Agent 30/100 agent ready Front door AI 5/6 prominent Heartbeat 86/100 alive saas Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

AccessFreemiumSelf serve⚡ Free to try

1 published contract 1 MCP Servers 4 Agent Skills

Company Artificial Intelligence Machine Learning Speech-to-Text Text-to-Speech Translation LLM Document IntelligenceIndian LanguagesVoice Real-Time

What this lets a business do 1

Business capabilities this provider's published APIs can perform, derived from its own contracts. Browse all capabilities →

AI Model Services

AE-110

Chat CompletionsDocument IntelligenceSpeech To TextTextText To Speech

POST /v1/chat/completions POST /speech-to-text POST /text-to-speech POST /doc-digitization/job/v1

Kin Score

Kin Score How this is scored →
scored 2026-11-06 · rubric v0.27.0

Composite quality — 56.4/100 · strong

Contract Quality 10.6 / 19

Developer Ergonomics 9.9 / 15

Access Clarity 10.7 / 15

Operational Transparency 4.1 / 10

Contract Governance 1.6 / 9

Discoverability 5.4 / 8

Regulatory Posture 3.4 / 15

Create-or-Update Ergonomics 0.0 / 10

Agent readiness — 30/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

Documented Reversibility 0 / 6

MCP Server 12 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 8 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 6 / 6

Agent Skills 5 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

A2A Agent Card 0 / 8

Dry-Run / Simulate Mode 0 / 4

Delegated User Identity 0 / 6

Protected Resource Metadata 0 / 5

Registration Without a Human 0 / 6

Agentic Commerce Well-Known Document 0 / 5

Pagination 5 / 5

Distinct Operations 3 / 3

MCP Tool Quality 6 / 6

Regulatory Posture applies to this provider. Its tags matched the AI & Biometrics regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.

Create-or-Update Ergonomics applies to this provider. This API accepts writes, so it carries 10 points of the composite. It is scored from the published contracts themselves: whether a caller can create-or-update in one call, whether the write accepts a key the caller already holds, and whether the response says which branch ran. Without that, every write needs a search-and-branch in front of it, and the first time that check is skipped a duplicate record is created. Scored against the observed mean rather than raw — a provider at the catalog average is unchanged by this facet, not penalised by it.

The six quality facets above are damped to 75 points between them, because the conditional facet above carries the other 25. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 75% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

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Agent readiness — checks not met, largest first (exact, from this profile):

Idempotency +9 pts — OpenAPI mutating operations declare an idempotency key — a header, a request-body property, or a named de-duplication token whose own description says so (verified); else common[].type matches /idempoten/i (documented)
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0
Rate-Limit Signaling +7 pts — OpenAPI responses document X-RateLimit-* / RateLimit headers (verified), else a rate_limits artifact or RateLimits link (documented)
Request/Response Examples +7 pts — share of operations carrying request/response examples; else an Examples / Code Samples link
Registration Without a Human +6 pts — a `registration_endpoint` in the served RFC 8414 / OIDC discovery document
Delegated User Identity +6 pts — a served discovery document listing authorization_code in grant_types_supported (served), else an oauth2 authorizationCode flow or openIdConnect declared in an OpenAPI (documented)

6 more unmet checks in the Agent Readiness table above.

Kin Score — facets with the most composite points still available (weight × headroom):

Contract Quality scores 56.5 — up to +10.9 composite points
Contract Governance scores 18.2 — up to +9.8 composite points
Operational Transparency scores 42.1 — up to +7.5 composite points

Each check links to what satisfies it. Publish the artifact, or tell us where it already lives, and the score moves on the next scoring run.

Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. This rating is computed from the provider profile at artifacts.apis.io/sarvam/apis.yml: open an issue on github.com/api-evangelist/sarvam to ask a question or point us at an artifact you publish. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

Markets this provider is in provisional

The Kin Score Market layer reads a provider inside its market: its position, and how deep its integrations go. Depth is only comparable within a position. Provisional and unweighted: not part of the Kin Score or agent readiness.

Market	Position	Depth	Registered MCP server	Declares compatibility
Speech and Voice AI	covered	36.2	-	-
RPA and Document AI (RPA marketplaces, intelligent document processing)	covered	36.2	-	-

Registered MCP server and declares compatibility are report only — not weighted. Undeclared means we found nothing we can read, so there is no number: we never infer integrations.

Standards implemented 2

Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.

Model Context Protocol (MCP)

measured — observed by APIs.io (documented)

OpenAPI

measured — observed by APIs.io (published)

APIs 8

Individual APIs this provider publishes, each with its own machine-readable definition.

Sarvam Pronunciation Dictionary API

The pronunciationDictionary API from Sarvam — 2 operation(s) for pronunciationdictionary.

Sarvam Speech To Text Job API

The speechToTextJob API from Sarvam — 5 operation(s) for speechtotextjob.

Sarvam Speech To Text Translate Job API

The speechToTextTranslateJob API from Sarvam — 5 operation(s) for speechtotexttranslatejob.

Sarvam Text API

The text API from Sarvam — 3 operation(s) for text.

Sarvam Chat Completions API

The Chat Completions API from Sarvam — 1 operation(s) for chat completions.

Sarvam Document Intelligence API

The Document Intelligence API from Sarvam — 5 operation(s) for document intelligence.

Sarvam Speech To Text API

The Speech To Text API from Sarvam — 2 operation(s) for speech to text.

Sarvam Text To Speech API

The Text To Speech API from Sarvam — 2 operation(s) for text to speech.

Scroll for all 8

Open Collections 8

Open, tool-agnostic API collections (OpenAPI-derived and Bruno).

Endpoints chat API

OPEN COLLECTION

Endpoints chat documentIntelligence API

OPEN COLLECTION

Endpoints chat pronunciationDictionary API

OPEN COLLECTION

Endpoints chat speechToText API

OPEN COLLECTION

Endpoints chat speechToTextJob API

OPEN COLLECTION

Endpoints chat speechToTextTranslateJob API

OPEN COLLECTION

Endpoints chat text API

OPEN COLLECTION

Endpoints chat textToSpeech API

OPEN COLLECTION

Scroll for all 8

MCP Servers 1

Model Context Protocol servers that expose these APIs to AI agents.

Sarvam MCP Server

Sarvam's official hosted MCP server exposing live documentation search for AI clients (Claude Code, Cursor, etc.). Advertised across the docs and in llms.txt.

MCP SERVER

Agent Skills 4

Packaged agent skills for driving this provider's APIs from an AI assistant.

Chat completion with Sarvam LLMs

AGENT SKILL

Synthesize speech from text

AGENT SKILL

Transcribe Indian-language speech

AGENT SKILL

Translate and transliterate text

AGENT SKILL

Sarvam API pricing

Prices published by Sarvam, read 2026-09-20 from docs.sarvam.ai/api/getting-started/pricing.

Plan	Price
Sarvam 105B (sarvam-105b)	₹29.28 per 1M input tokens
Sarvam 105B cached input	₹10.98 per 1M cached input tokens
Sarvam 105B output	₹73.2 per 1M output tokens
Gemma 4 31B input	₹36.6 per 1M input tokens
Gemma 4 31B output	₹91.5 per 1M output tokens
GLM-5.3 input	₹126 per 1M input tokens
GLM-5.3 output	₹396 per 1M output tokens
DeepSeek V4 Flash input	₹19.8 per 1M input tokens

All 19 plans, limits and sources →

Billed by: 1m input tokens · FinOps profile →

Pricing Plans 1

Published pricing tiers and plan structures.

Sarvam Plans Pricing

19 plans

PLANS

Service Levels 1

Uptime the provider promises or reports, as SLA4OAI. Read from its own pages; APIs.io runs no monitors.

Sarvam

SLA

FinOps 1

Cost, billing, and metering signals for API financial operations.

Sarvam Finops

FINOPS

Event Specifications 1

AsyncAPI definitions for this provider's event-driven and streaming APIs.

Endpoints

ASYNCAPI

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

Sarvam API Rules

55 rules · 48 errors 6 warnings 1 info

SPECTRAL

OpenAPI Overlays 1

Overlays applied on top of this provider's contracts. Each card says who wrote it: a document the provider publishes, or one API Evangelist derived or generated.

Sarvam Openapi Overlay

2 actions · update · sarvam-openapi-original.json

DERIVED

Security Posture 2

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Sarvam Authentication

apiKey/http · 2 schemes

SECURITY

Sarvam Domain Security

TLSv1.3 · DMARC

SECURITY

Agentic Access 1

Recommended x-agentic-access execution contracts for AI agents.

Sarvam Agentic Access

28 operations · 20 acting

AGENTIC

Resources

Get Started 3

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

GettingStarted

GettingStarted

SignUp

SignUp

Documentation 2

Reference material describing how the API behaves

Documentation

Documentation

APIReference

APIReference

Agent Surfaces 4

MCP servers, agent skills, and machine-readable catalogs

MCPServer

AgentSkill

LLMsTxt

AgenticAccess

Design & Contract 5

Pagination, idempotency, versioning, errors, and events

Conformance

ErrorCatalog

Lifecycle

Conventions

DataModel

Build 3

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Packages

Packages

SDKs

SDKs

Access & Security 2

Authentication, authorization, and security posture

Authentication

Authentication

DomainSecurity

DomainSecurity

Operate 4

Status, limits, changes, and where to get help

Support

StatusPage

Deprecation

ChangeLog

Commercial 4

Pricing, plans, and the legal terms of use

Plans

Pricing

TermsOfService

PrivacyPolicy

Company 3

The organization behind the API

Blog

Blog

BlogRSS

BlogRSS

Website

Website

Other 2

Properties that don't map to a standard resource type

CapabilityMap

CapabilityMap

Overlay

Overlay

Source (apis.yml)

aid: sarvam
name: Sarvam
description: Sarvam AI is an Indian-language AI platform offering a unified REST and WebSocket API across speech-to-text (Saaras
  / Saarika), text-to-speech (Bulbul, 30+ voices), translation and transliteration (Mayura / Sarvam-Translate) for 22 Indian
  languages, multilingual chat completion (Sarvam-30B and Sarvam-105B, OpenAI-compatible), and document digitization (Sarvam
  Vision). The API is authenticated with an api-subscription-key header, billed in Indian Rupees with ₹100 free credits on
  signup, and shipped with official Python and JavaScript SDKs, published OpenAPI and AsyncAPI specs, a documentation MCP
  server, a status page, and a dated changelog. Sarvam is backed by Bessemer Venture Partners.
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: true
  label: Hosted service · you call their endpoint
  confidence: high
  source:
  - openapi
  - pricing
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: freemium
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  gated: none
  gated_source:
  - onboarding
  label: Freemium · Self-serve signup
  confidence: medium
  source:
  - plans
  - authentication
  - security
  generated: '2026-11-06'
  method: derived
image: https://avatars.githubusercontent.com/u/139587482?v=4
url: https://raw.githubusercontent.com/api-evangelist/sarvam/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- bessemer-venture-partners
x-tier: enriched
x-tier-reason: portfolio-lead
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-10-06'
x-docs-platform: fern
x-docs-platform-confidence: medium
x-docs-platform-checked: 2026-10-04
x-docs-hosting: vercel
tags:
- Company
- Artificial Intelligence
- Machine Learning
- Speech-to-Text
- Text-to-Speech
- Translation
- LLM
- Document Intelligence
- Indian Languages
- Voice
- Real-Time
tags_raw:
- Company
- Ai Ml
- Artificial Intelligence
- Machine Learning
- Speech To Text
- Text To Speech
- Translation
- Large Language Models
- Document Intelligence
- Indian Languages
- Voice
- Machine-Learning
- Real-Time
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
apis:
- aid: sarvam:sarvam-pronunciationdictionary-api
  name: Sarvam Pronunciation Dictionary API
  description: The pronunciationDictionary API from Sarvam — 2 operation(s) for pronunciationdictionary.
  humanURL: https://docs.sarvam.ai/api-reference/introduction
  baseURL: https://api.sarvam.ai
  tags: []
  tags_raw:
  - pronunciationDictionary
  properties:
  - type: OpenAPI
    url: openapi/sarvam-pronunciationdictionary-api-openapi.yml
  - type: AsyncAPI
    url: asyncapi/sarvam-streaming-asyncapi.yaml
- aid: sarvam:sarvam-speechtotextjob-api
  name: Sarvam Speech To Text Job API
  description: The speechToTextJob API from Sarvam — 5 operation(s) for speechtotextjob.
  humanURL: https://docs.sarvam.ai/api-reference/introduction
  baseURL: https://api.sarvam.ai
  tags:
  - speechToTextJob
  properties:
  - type: OpenAPI
    url: openapi/sarvam-speechtotextjob-api-openapi.yml
  - type: AsyncAPI
    url: asyncapi/sarvam-streaming-asyncapi.yaml
- aid: sarvam:sarvam-speechtotexttranslatejob-api
  name: Sarvam Speech To Text Translate Job API
  description: The speechToTextTranslateJob API from Sarvam — 5 operation(s) for speechtotexttranslatejob.
  humanURL: https://docs.sarvam.ai/api-reference/introduction
  baseURL: https://api.sarvam.ai
  tags:
  - speechToTextTranslateJob
  properties:
  - type: OpenAPI
    url: openapi/sarvam-speechtotexttranslatejob-api-openapi.yml
  - type: AsyncAPI
    url: asyncapi/sarvam-streaming-asyncapi.yaml
- aid: sarvam:sarvam-text-api
  name: Sarvam Text API
  description: The text API from Sarvam — 3 operation(s) for text.
  humanURL: https://docs.sarvam.ai/api-reference/introduction
  baseURL: https://api.sarvam.ai
  tags:
  - Text
  tags_raw:
  - text
  properties:
  - type: OpenAPI
    url: openapi/sarvam-text-api-openapi.yml
  - type: AsyncAPI
    url: asyncapi/sarvam-streaming-asyncapi.yaml
- aid: sarvam:sarvam-chat-completions-api
  name: Sarvam Chat Completions API
  description: The Chat Completions API from Sarvam — 1 operation(s) for chat completions.
  humanURL: https://docs.sarvam.ai/api-reference/introduction
  baseURL: https://api.sarvam.ai
  tags:
  - Chat Completions
  properties:
  - type: OpenAPI
    url: openapi/sarvam-chat-completions-api-openapi.yml
  - type: AsyncAPI
    url: asyncapi/sarvam-streaming-asyncapi.yaml
- aid: sarvam:sarvam-document-intelligence-api
  name: Sarvam Document Intelligence API
  description: The Document Intelligence API from Sarvam — 5 operation(s) for document intelligence.
  humanURL: https://docs.sarvam.ai/api-reference/introduction
  baseURL: https://api.sarvam.ai
  tags:
  - Document Intelligence
  properties:
  - type: OpenAPI
    url: openapi/sarvam-document-intelligence-api-openapi.yml
  - type: AsyncAPI
    url: asyncapi/sarvam-streaming-asyncapi.yaml
- aid: sarvam:sarvam-speech-to-text-api
  name: Sarvam Speech To Text API
  description: The Speech To Text API from Sarvam — 2 operation(s) for speech to text.
  humanURL: https://docs.sarvam.ai/api-reference/introduction
  baseURL: https://api.sarvam.ai
  tags:
  - Speech-to-Text
  tags_raw:
  - Speech To Text
  properties:
  - type: OpenAPI
    url: openapi/sarvam-speech-to-text-api-openapi.yml
  - type: AsyncAPI
    url: asyncapi/sarvam-streaming-asyncapi.yaml
- aid: sarvam:sarvam-text-to-speech-api
  name: Sarvam Text To Speech API
  description: The Text To Speech API from Sarvam — 2 operation(s) for text to speech.
  humanURL: https://docs.sarvam.ai/api-reference/introduction
  baseURL: https://api.sarvam.ai
  tags:
  - Text-to-Speech
  tags_raw:
  - Text To Speech
  properties:
  - type: OpenAPI
    url: openapi/sarvam-text-to-speech-api-openapi.yml
  - type: AsyncAPI
    url: asyncapi/sarvam-streaming-asyncapi.yaml
common:
- url: https://www.sarvam.ai/blogs
  type: Blog
- url: https://www.sarvam.ai/rss.xml
  type: BlogRSS
- type: Plans
  url: plans/sarvam-plans-pricing.yml
- type: Website
  url: https://www.sarvam.ai/
- type: CapabilityMap
  url: capabilities/sarvam-capability-edges.yml
  name: Sarvam Business Capability Map
- type: DeveloperPortal
  url: https://docs.sarvam.ai
- type: Documentation
  url: https://docs.sarvam.ai
- type: APIReference
  url: https://docs.sarvam.ai/api-reference/introduction
- type: GettingStarted
  url: https://docs.sarvam.ai/api/getting-started/quickstart
- type: Pricing
  url: https://docs.sarvam.ai/api/getting-started/pricing
- type: SignUp
  url: https://dashboard.sarvam.ai
- type: Support
  url: https://docs.sarvam.ai/api/getting-started/help
- type: GitHubOrganization
  url: https://github.com/sarvamai
- type: TermsOfService
  url: https://www.sarvam.ai/terms-of-service
- type: PrivacyPolicy
  url: https://www.sarvam.ai/privacy-policy
- type: StatusPage
  url: https://status.sarvam.ai
- type: Deprecation
  url: https://docs.sarvam.ai/api/getting-started/changelog
- type: ChangeLog
  url: changelog/sarvam-changelog.yml
- type: Authentication
  url: authentication/sarvam-authentication.yml
- type: Packages
  url: packages/sarvam-packages.yml
- type: SDKs
  url: packages/sarvam-packages.yml
- type: MCPServer
  url: mcp/sarvam-mcp.yml
- type: AgentSkill
  url: skills/_index.yml
- type: LLMsTxt
  url: llms/sarvam-llms.txt
- type: Overlay
  url: overlays/sarvam-openapi-overlay.yaml
- type: Conformance
  url: conformance/sarvam-conformance.yml
- type: ErrorCatalog
  url: errors/sarvam-error-codes.yml
- type: Lifecycle
  url: lifecycle/sarvam-lifecycle.yml
- type: Conventions
  url: conventions/sarvam-conventions.yml
- type: DataModel
  url: data-model/sarvam-data-model.yml
- type: DomainSecurity
  url: security/sarvam-domain-security.yml
- type: AgenticAccess
  url: agentic-access/sarvam-agentic-access.yml
x-enrichment:
  date: '2026-07-21'
  status: enriched
  artifacts_added: 20
  pass: local-v1

Sarvam API — frequently asked questions

Does Sarvam have an API?

Yes. APIs.io lists 8 APIs from Sarvam, including Sarvam Pronunciation Dictionary API, Sarvam Speech To Text Job API and Sarvam Speech To Text Translate Job API, and 5 more.

Is there an OpenAPI specification for the Sarvam API?

Yes. APIs.io indexes 8 OpenAPI specifications for Sarvam, each linked for download from this page.

How do I authenticate with the Sarvam API?

Sarvam uses bearer-token authentication (apiKey/http · 2 schemes). The details are profiled on APIs.io as Sarvam Authentication.

How much does the Sarvam API cost?

Sarvam publishes its prices; its Sarvam 105B (sarvam-105b) plan is ₹29.28 per 1M input tokens as of 2026-09-20. APIs.io lists 19 pricing plans for Sarvam, with each plan's price, limits and inclusions under Pricing on this page.

Does Sarvam have an MCP server?

Yes. APIs.io lists 1 MCP server for Sarvam: Sarvam's official hosted MCP server exposing live documentation search for AI clients (Claude Code, Cursor, etc.). Advertised across the docs and in llms.txt.

Is the Sarvam API ready for AI agents?

Sarvam has a Kin Score of 56.4 out of 100 (strong) and an Agent Readiness score of 30.0 (agent-ready), scored by API Evangelist on 2026-11-06.

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