Predibase website screenshot

Predibase

Predibase is a platform for fine-tuning and serving open-source LLMs. It pairs efficient LoRA / Turbo LoRA supervised and reinforcement (GRPO) fine-tuning with serverless and dedicated inference powered by LoRAX, the open-source multi-LoRA serving stack that packs hundreds of adapters onto a single GPU. Inference is exposed through an OpenAI-compatible API plus native generate endpoints.

Predibase publishes 7 APIs on the APIs.io network, including Adapters API, Batch Inference API, Datasets API, and 4 more. Tagged areas include AI, LLM, Fine-Tuning, Inference, and LoRA.

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

Predibase’s developer surface includes authentication, documentation, and 8 more developer resources.

🌐 Visit website 📡 Source on GitHub
44.7/100 developing ▬ flat Agent 36/100 agent ready Full breakdown ↓
scored 2026-07-28 · rubric v0.6
AccessFreemiumSelf serve⚡ Free to try
7 APIs
AILLMFine-TuningInferenceLoRA

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-07-28 · rubric v0.6
Composite quality — 44.7/100 · developing
Contract Quality 15.7 / 25
Developer Ergonomics 3.9 / 20
Commercial Clarity 7.9 / 20
Operational Transparency 4.8 / 13
Governance 5.0 / 12
Discoverability 7.4 / 10
Agent readiness — 36/100 · agent ready
Machine-Readable Contract 18 / 18
Agentic Access Contract 10 / 10
MCP Server 0 / 12
Machine-Readable Auth 10 / 10
Idempotency 0 / 9
Stable Error Semantics 0 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling 7 / 7
Typed Event Surface 6 / 6
Agent Skills 0 / 5
Well-Known Catalog 0 / 4
Consent & Bot Identity 0 / 3
A2A Agent Card 0 / 8
Dry-Run / Simulate Mode 0 / 4
Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. This rating is computed from github.com/api-evangelist/predibase: open an issue to ask a question, or submit a pull request to add artifacts. Want it done for you? Prioritized profiling — $2,500 →

APIs 7

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

Predibase Adapters API

The Adapters API from Predibase — 2 operation(s) for adapters.

Predibase Batch Inference API

The Batch Inference API from Predibase — 2 operation(s) for batch inference.

Predibase Datasets API

The Datasets API from Predibase — 2 operation(s) for datasets.

Predibase Deployments API

The Deployments API from Predibase — 2 operation(s) for deployments.

Predibase Fine-Tuning API

The Fine-Tuning API from Predibase — 3 operation(s) for fine-tuning.

Predibase Inference API

The Inference API from Predibase — 4 operation(s) for inference.

Predibase Models API

The Models API from Predibase — 1 operation(s) for models.

Scroll for all 7

Open Collections 1

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

Predibase API

OPEN COLLECTION

Pricing Plans 1

Published pricing tiers and plan structures.

Predibase Plans Pricing

4 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Predibase Rate Limits

5 limits

RATE LIMITS

FinOps 1

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

Predibase Finops

FINOPS

Event Specifications 1

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

Predibase Inference Streaming (HTTP + SSE)

AsyncAPI 2.6 description of Predibase's **inference streaming** surface. Predibase does not publish a WebSocket API. The only asynchronous / event-style transport documented at ...

ASYNCAPI

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

Predibase API Rules

8 rules · 1 errors 7 warnings

SPECTRAL

Security Posture 2

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

Predibase Authentication

http · 1 scheme

SECURITY

Predibase Domain Security

TLSv1.3 · DMARC

SECURITY

Agentic Access 1

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

Predibase Agentic Access

23 operations · 12 acting

23 operations · 12 acting

AGENTIC

Resources

Documentation 1

Reference material describing how the API behaves

Documentation
Documentation

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess
AgenticAccess

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization
GitHubOrganization

Access & Security 2

Authentication, authorization, and security posture

DomainSecurity
DomainSecurity
 Authentication
Authentication

Operate 1

Status, limits, changes, and where to get help

RateLimits
RateLimits

Commercial 2

Pricing, plans, and the legal terms of use

Plans
Plans
 FinOps
FinOps

Company 2

The organization behind the API

LinkedIn
LinkedIn
 Website
Website

Source (apis.yml)

apis.yml Raw ↑ 
aid: predibase
url: https://raw.githubusercontent.com/api-evangelist/predibase/refs/heads/main/apis.yml
name: Predibase
kind: company
description: Predibase is a platform for fine-tuning and serving open-source LLMs. It pairs efficient LoRA / Turbo LoRA supervised
  and reinforcement (GRPO) fine-tuning with serverless and dedicated inference powered by LoRAX, the open-source multi-LoRA
  serving stack that packs hundreds of adapters onto a single GPU. Inference is exposed through an OpenAI-compatible API plus
  native generate endpoints.
accessModel:
  pricing: freemium
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  label: Freemium · Self-serve signup
  confidence: high
  source:
  - plans
  - authentication
  generated: '2026-07-22'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/predibase.png
tags:
- AI
- LLM
- Fine-Tuning
- Inference
- LoRA
created: '2026-06-20'
modified: '2026-06-20'
specificationVersion: '0.19'
apis:
- aid: predibase:predibase-adapters-api
  name: Predibase Adapters API
  description: The Adapters API from Predibase — 2 operation(s) for adapters.
  humanURL: https://docs.predibase.com/user-guide/inference/migrate-openai
  baseURL: https://serving.app.predibase.com/{tenant}/deployments/v2/llms/{model}/v1
  tags:
  - Adapters
  properties:
  - type: OpenAPI
    url: openapi/predibase-adapters-api-openapi.yml
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/migrate-openai
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: AsyncAPI
    url: asyncapi/predibase-asyncapi.yml
  - type: PostmanCollection
    url: collections/predibase.postman_collection.json
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/querying-models/text-generation
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/overview
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/grpo
  - type: Documentation
    url: https://docs.predibase.com/fine-tuning/adapters
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/dedicated_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/private_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/getting-started/fine-tuning-and-serving
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/models
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/BatchInference
- aid: predibase:predibase-batch-inference-api
  name: Predibase Batch Inference API
  description: The Batch Inference API from Predibase — 2 operation(s) for batch inference.
  humanURL: https://docs.predibase.com/user-guide/inference/migrate-openai
  baseURL: https://serving.app.predibase.com/{tenant}/deployments/v2/llms/{model}/v1
  tags:
  - Batch Inference
  properties:
  - type: OpenAPI
    url: openapi/predibase-batch-inference-api-openapi.yml
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/migrate-openai
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: AsyncAPI
    url: asyncapi/predibase-asyncapi.yml
  - type: PostmanCollection
    url: collections/predibase.postman_collection.json
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/querying-models/text-generation
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/overview
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/grpo
  - type: Documentation
    url: https://docs.predibase.com/fine-tuning/adapters
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/dedicated_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/private_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/getting-started/fine-tuning-and-serving
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/models
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/BatchInference
- aid: predibase:predibase-datasets-api
  name: Predibase Datasets API
  description: The Datasets API from Predibase — 2 operation(s) for datasets.
  humanURL: https://docs.predibase.com/user-guide/inference/migrate-openai
  baseURL: https://serving.app.predibase.com/{tenant}/deployments/v2/llms/{model}/v1
  tags:
  - Datasets
  properties:
  - type: OpenAPI
    url: openapi/predibase-datasets-api-openapi.yml
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/migrate-openai
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: AsyncAPI
    url: asyncapi/predibase-asyncapi.yml
  - type: PostmanCollection
    url: collections/predibase.postman_collection.json
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/querying-models/text-generation
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/overview
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/grpo
  - type: Documentation
    url: https://docs.predibase.com/fine-tuning/adapters
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/dedicated_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/private_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/getting-started/fine-tuning-and-serving
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/models
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/BatchInference
- aid: predibase:predibase-deployments-api
  name: Predibase Deployments API
  description: The Deployments API from Predibase — 2 operation(s) for deployments.
  humanURL: https://docs.predibase.com/user-guide/inference/migrate-openai
  baseURL: https://serving.app.predibase.com/{tenant}/deployments/v2/llms/{model}/v1
  tags:
  - Deployments
  properties:
  - type: OpenAPI
    url: openapi/predibase-deployments-api-openapi.yml
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/migrate-openai
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: AsyncAPI
    url: asyncapi/predibase-asyncapi.yml
  - type: PostmanCollection
    url: collections/predibase.postman_collection.json
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/querying-models/text-generation
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/overview
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/grpo
  - type: Documentation
    url: https://docs.predibase.com/fine-tuning/adapters
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/dedicated_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/private_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/getting-started/fine-tuning-and-serving
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/models
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/BatchInference
- aid: predibase:predibase-fine-tuning-api
  name: Predibase Fine-Tuning API
  description: The Fine-Tuning API from Predibase — 3 operation(s) for fine-tuning.
  humanURL: https://docs.predibase.com/user-guide/inference/migrate-openai
  baseURL: https://serving.app.predibase.com/{tenant}/deployments/v2/llms/{model}/v1
  tags:
  - Fine-Tuning
  properties:
  - type: OpenAPI
    url: openapi/predibase-fine-tuning-api-openapi.yml
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/migrate-openai
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: AsyncAPI
    url: asyncapi/predibase-asyncapi.yml
  - type: PostmanCollection
    url: collections/predibase.postman_collection.json
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/querying-models/text-generation
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/overview
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/grpo
  - type: Documentation
    url: https://docs.predibase.com/fine-tuning/adapters
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/dedicated_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/private_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/getting-started/fine-tuning-and-serving
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/models
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/BatchInference
- aid: predibase:predibase-inference-api
  name: Predibase Inference API
  description: The Inference API from Predibase — 4 operation(s) for inference.
  humanURL: https://docs.predibase.com/user-guide/inference/migrate-openai
  baseURL: https://serving.app.predibase.com/{tenant}/deployments/v2/llms/{model}/v1
  tags:
  - Inference
  properties:
  - type: OpenAPI
    url: openapi/predibase-inference-api-openapi.yml
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/migrate-openai
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: AsyncAPI
    url: asyncapi/predibase-asyncapi.yml
  - type: PostmanCollection
    url: collections/predibase.postman_collection.json
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/querying-models/text-generation
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/overview
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/grpo
  - type: Documentation
    url: https://docs.predibase.com/fine-tuning/adapters
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/dedicated_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/private_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/getting-started/fine-tuning-and-serving
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/models
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/BatchInference
- aid: predibase:predibase-models-api
  name: Predibase Models API
  description: The Models API from Predibase — 1 operation(s) for models.
  humanURL: https://docs.predibase.com/user-guide/inference/migrate-openai
  baseURL: https://serving.app.predibase.com/{tenant}/deployments/v2/llms/{model}/v1
  tags:
  - Models
  properties:
  - type: OpenAPI
    url: openapi/predibase-models-api-openapi.yml
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/migrate-openai
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: AsyncAPI
    url: asyncapi/predibase-asyncapi.yml
  - type: PostmanCollection
    url: collections/predibase.postman_collection.json
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/rest_api
  - type: APIReference
    url: https://docs.predibase.com/user-guide/inference/querying-models/text-generation
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/overview
  - type: Documentation
    url: https://docs.predibase.com/user-guide/fine-tuning/grpo
  - type: Documentation
    url: https://docs.predibase.com/fine-tuning/adapters
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/dedicated_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/private_deployments
  - type: Documentation
    url: https://docs.predibase.com/user-guide/getting-started/fine-tuning-and-serving
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/models
  - type: Documentation
    url: https://docs.predibase.com/user-guide/inference/BatchInference
common:
- type: AgenticAccess
  url: agentic-access/predibase-agentic-access.yml
- type: DomainSecurity
  url: security/predibase-domain-security.yml
- type: Authentication
  url: authentication/predibase-authentication.yml
- type: GitHubOrganization
  url: https://github.com/predibase
- type: LinkedIn
  url: https://www.linkedin.com/company/predibase
- type: Website
  url: https://predibase.com
- type: Documentation
  url: https://docs.predibase.com
- type: Plans
  url: plans/predibase-plans-pricing.yml
- type: RateLimits
  url: rate-limits/predibase-rate-limits.yml
- type: FinOps
  url: finops/predibase-finops.yml
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com