Evidently AI
Evidently AI is an open-source ML and LLM observability framework licensed under Apache 2.0 that enables teams to evaluate, test, and monitor AI-powered systems and data pipelines in production. The platform provides over 100 built-in metrics for tracking data drift, data quality, and model performance across both tabular data and generative AI workloads. Developers can integrate evaluations programmatically via the Python SDK or through the Evidently Platform REST API, which exposes endpoints for managing projects, uploading traces, running evaluations, and storing results. Evidently supports self-hosted deployments and previously offered Evidently Cloud (now discontinued as SaaS) so teams can run the full platform within their own infrastructure.
Evidently AI publishes 4 API contracts indexed on the APIs.io network, including Dashboards API, Projects API, Service API, and 1 more. Tagged areas include ML Monitoring, LLM Observability, Data Drift, Model Performance, and AI Evaluation.
The Evidently AI catalog on APIs.io includes 1 JSON-LD context and 1 Spectral governance ruleset.
Evidently AI’s developer surface includes authentication, documentation, engineering blog, pricing, and 18 more developer resources.
What this lets a business do 1
Business capabilities this provider's published APIs can perform, derived from its own contracts. Browse all capabilities →
Kin Score
Standards implemented 1
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.
APIs 4
Individual APIs this provider publishes, each with its own machine-readable definition.
Evidently AI Dashboards API
Manage project monitoring dashboards
Evidently AI Projects API
Manage Evidently projects — create, list, update, delete
Evidently AI Service API
Service metadata and version information
Evidently AI Snapshots API
Upload and query evaluation snapshots (reports and test suites)
Open Collections 4
Open, tool-agnostic API collections (OpenAPI-derived and Bruno).
Evidently Platform REST Dashboards API
OPEN COLLECTIONEvidently Platform REST Dashboards Projects API
OPEN COLLECTIONEvidently Platform REST Dashboards Service API
OPEN COLLECTIONEvidently Platform REST Dashboards Snapshots API
OPEN COLLECTIONEvidently AI API pricing
Not yet checked against Evidently AI's own pricing page. Compiled by API Evangelist; confirm before you rely on a figure. A free plan or tier is listed.
| Plan | Price |
|---|---|
| Open Source (OSS) | Free |
| Expert (Cloud / Self-Hosted) | $500 |
| Enterprise (Self-Hosted) | Free |
Pricing Plans 1
Published pricing tiers and plan structures.
Rate Limits 1
Documented rate limits and quota policies.
Evidently AI Rate Limits
RATE LIMITSTerms of Service 1
What its API terms permit and prohibit, quoted from its own page.
Data License 1
How its data and outputs may be reused, quoted from its own terms.
FinOps 1
Cost, billing, and metering signals for API financial operations.
Evidently AI Finops
FINOPSSemantic Vocabularies 1
JSON-LD contexts and semantic vocabularies used across these APIs.
Evidently Context
JSON-LDSpectral Rules 1
Spectral governance rulesets for linting and validating these APIs. Counts are the severity each rule declares, not results of running them.
Evidently AI API Rules
SPECTRALSecurity Posture 2
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Agentic Access (API Evangelist recommendations) 1
Recommended x-agentic-access execution contracts for AI agents.
Resources
Documentation 2
Reference material describing how the API behaves
Agent Surfaces 1
MCP servers, agent skills, and machine-readable catalogs
Design & Contract 2
Pagination, idempotency, versioning, errors, and events
Build 1
SDKs, sample code, and the tooling you integrate with
Access & Security 2
Authentication, authorization, and security posture
Operate 3
Status, limits, changes, and where to get help
Commercial 6
Pricing, plans, and the legal terms of use
Company 3
The organization behind the API
Other 2
Properties that don't map to a standard resource type
Source (apis.yml)
Evidently AI API — frequently asked questions
Does Evidently AI have an API?
Yes. APIs.io lists 4 APIs from Evidently AI, including Evidently AI Dashboards API, Evidently AI Projects API and Evidently AI Service API, and 1 more.
Is there an OpenAPI specification for the Evidently AI API?
Yes. APIs.io indexes 4 OpenAPI specifications for Evidently AI, each linked for download from this page.
How do I authenticate with the Evidently AI API?
Evidently AI uses bearer-token authentication (http · 1 scheme). The details are profiled on APIs.io as Evidently AI Authentication.
How much does the Evidently AI API cost?
APIs.io lists 3 pricing plans for Evidently AI, with each plan's price, limits and inclusions under Pricing on this page.
Is the Evidently AI API ready for AI agents?
Evidently AI has a Kin Score of 35.8 out of 100 (thin) and an Agent Readiness score of 19.0 (agent-aware), scored by API Evangelist on 2026-11-13.
Work with this as data
Every provider here is available over the APIs.io API and to AI agents over MCP.