Coval

Coval is a simulation and evaluation platform for AI voice and chat agents. Inspired by autonomous-vehicle testing, it simulates end customers across realistic scenarios, personas, accents, and background noise, then scores agent behavior with built-in and custom metrics. The REST API manages agents, test sets and test cases, personas, metrics, simulation runs, and production conversations.

Coval publishes 12 API contracts indexed on the APIs.io network, including Agents API, Conversations API, Metrics API, and 9 more. Tagged areas include Artificial Intelligence, Agents, Voice AI, Simulation, and Evaluation.

The Coval catalog on APIs.io includes 1 Spectral governance ruleset.

Coval’s developer surface includes pricing, authentication, documentation, engineering blog, and 9 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

33.1/100 thin ▬ flat Agent 21/100 agent aware Heartbeat 99/100 alive saas Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

AccessPaid

1 published contract

Artificial Intelligence Agents Voice AI Simulation Evaluation Testing

What this lets a business do 1

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

Software Product Engineering Management

BC-4200

SimulationsTest CasesTest Sets

POST /test-cases POST /test-sets GET /simulations GET /simulations/{simulation_id}

Kin Score

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

Composite quality — 33.1/100 · thin

Contract Quality 8.9 / 19

Developer Ergonomics 3.8 / 15

Access Clarity 6.3 / 15

Operational Transparency 1.0 / 10

Contract Governance 1.2 / 9

Discoverability 5.0 / 8

Regulatory Posture 1.6 / 15

Create-or-Update Ergonomics 0.0 / 10

Agent readiness — 21/100 · agent aware

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

Documented Reversibility 6 / 6

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 0 / 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

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):

MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
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)
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0
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

8 more unmet checks in the Agent Readiness table above.

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

Developer Ergonomics scores 25.0 — up to +15.0 composite points
Contract Quality scores 47.5 — up to +13.1 composite points
Operational Transparency scores 10.5 — up to +11.6 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/coval-ai/apis.yml: open an issue on github.com/api-evangelist/coval-ai 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 →

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.

OpenAPI

measured — observed by APIs.io (published)

APIs 12

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

Coval Agents API

Connect and manage AI agents under test.

Coval Conversations API

Submit and evaluate production conversations.

Coval Metrics API

Define scoring criteria, thresholds, and baselines.

Coval Mutations API

Manage agent configuration variants (mutations).

Coval Personas API

Configure simulated callers, voices, and scenario behavior.

Coval Reports API

Create and manage evaluation reports.

Coval Run Templates API

Save reusable run configurations.

Coval Runs API

Launch and manage simulation runs.

Coval Scheduled Runs API

Schedule recurring simulation runs.

Coval Simulations API

Inspect individual simulation results.

Coval Test Cases API

Manage individual evaluation inputs within a test set.

Coval Test Sets API

Manage collections of test cases (datasets).

Scroll for all 12

Open Collections 13

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

Coval Agents API

OPEN COLLECTION

Coval Agents Conversations API

OPEN COLLECTION

Coval Agents Metrics API

OPEN COLLECTION

Coval Agents Mutations API

OPEN COLLECTION

Coval Agents Personas API

OPEN COLLECTION

Coval Agents Reports API

OPEN COLLECTION

Coval Agents Run Templates API

OPEN COLLECTION

Coval Agents Runs API

OPEN COLLECTION

Coval Agents Scheduled Runs API

OPEN COLLECTION

Coval Agents Simulations API

OPEN COLLECTION

Coval Agents Test Cases API

OPEN COLLECTION

Coval Agents Test Sets API

OPEN COLLECTION

Coval API

OPEN COLLECTION

Scroll for all 13

Coval API pricing

Prices published by Coval, read 2026-10-07 from www.coval.ai/pricing.

Plan	Price
Starter	$100/mo Includes: 100 simulation mins/month; 1,000 monitored calls/month; 30-day trace retention; Unlimited seats; 10
Growth	$500/mo Includes: 1,000 simulation mins/month; 10,000 monitored calls/month; 90-day trace retention; Unlimited seats &
Enterprise	Starting at $4,500/month Includes: Custom simulation minutes and monitored calls; custom retention; SAML SSO; Private/VPC; Custom SLA (

Plan details, limits and sources →

Rate limits

API Requests: see provider documentation requests
Simulation Concurrency: see provider agreement simulations
Evaluation Volume: see provider agreement evaluations

Compiled by API Evangelist, not yet checked against Coval's documentation. Rate-limit details →

Pricing Plans 1

Published pricing tiers and plan structures.

Coval Ai Plans Pricing

3 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

Coval Ai Rate Limits

3 limits

RATE LIMITS

Service Levels 1

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

Coval

SLA

FinOps 1

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

Coval Ai Finops

FINOPS

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

Coval API Rules

64 rules · 58 errors 5 warnings 1 info

SPECTRAL

Security Posture 2

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

Coval Ai Authentication

apiKey · 1 scheme

SECURITY

Coval Ai Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Agentic Access 1

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

Coval Ai Agentic Access

80 operations · 43 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 3

Pricing, plans, and the legal terms of use

Pricing

Pricing

Plans

Plans

FinOps

FinOps

Company 3

The organization behind the API

LinkedIn

Website

Website

Blog

Blog

Other 1

Properties that don't map to a standard resource type

CapabilityMap

CapabilityMap

Source (apis.yml)

aid: coval-ai
url: https://raw.githubusercontent.com/api-evangelist/coval-ai/refs/heads/main/apis.yml
name: Coval
kind: company
description: Coval is a simulation and evaluation platform for AI voice and chat agents. Inspired by autonomous-vehicle testing,
  it simulates end customers across realistic scenarios, personas, accents, and background noise, then scores agent behavior
  with built-in and custom metrics. The REST API manages agents, test sets and test cases, personas, metrics, simulation runs,
  and production conversations.
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: paid
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Paid
  confidence: medium
  source:
  - plans
  - authentication
  - security
  generated: '2026-11-06'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/coval-ai.png
x-docs-platform: mintlify
x-docs-platform-confidence: medium
x-docs-platform-checked: 2026-09-24
x-docs-hosting: vercel
tags:
- Artificial Intelligence
- Agents
- Voice AI
- Simulation
- Evaluation
- Testing
tags_raw:
- AI
- Agents
- Voice AI
- Simulation
- Evaluation
- Testing
created: '2026-06-21'
modified: '2026-06-21'
specificationVersion: '0.23'
apis:
- aid: coval-ai:coval-ai-agents-api
  name: Coval Agents API
  description: Connect and manage AI agents under test.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Agents
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-agents-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-conversations-api
  name: Coval Conversations API
  description: Submit and evaluate production conversations.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Conversations
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-conversations-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-metrics-api
  name: Coval Metrics API
  description: Define scoring criteria, thresholds, and baselines.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Metrics
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-metrics-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-mutations-api
  name: Coval Mutations API
  description: Manage agent configuration variants (mutations).
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Mutations
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-mutations-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-personas-api
  name: Coval Personas API
  description: Configure simulated callers, voices, and scenario behavior.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Personas
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-personas-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-reports-api
  name: Coval Reports API
  description: Create and manage evaluation reports.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Reports
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-reports-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-run-templates-api
  name: Coval Run Templates API
  description: Save reusable run configurations.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Run Templates
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-run-templates-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-runs-api
  name: Coval Runs API
  description: Launch and manage simulation runs.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Runs
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-runs-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-scheduled-runs-api
  name: Coval Scheduled Runs API
  description: Schedule recurring simulation runs.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Scheduled Runs
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-scheduled-runs-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-simulations-api
  name: Coval Simulations API
  description: Inspect individual simulation results.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Simulation
  tags_raw:
  - Simulations
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-simulations-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-test-cases-api
  name: Coval Test Cases API
  description: Manage individual evaluation inputs within a test set.
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Test Cases
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-test-cases-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
- aid: coval-ai:coval-ai-test-sets-api
  name: Coval Test Sets API
  description: Manage collections of test cases (datasets).
  humanURL: https://docs.coval.dev/api-reference/introduction
  baseURL: https://api.coval.dev/v1
  tags:
  - Testsets
  tags_raw:
  - Test Sets
  properties:
  - type: OpenAPI
    url: openapi/coval-ai-test-sets-api-openapi.yml
  - type: Documentation
    url: https://docs.coval.dev/concepts/test-sets/overview
  - type: APIReference
    url: https://docs.coval.dev/api-reference/introduction
  - type: PostmanCollection
    url: collections/coval-ai.postman_collection.json
  - type: OpenCollection
    url: collections/coval-ai.opencollection.json
  - type: Documentation
    url: https://docs.coval.dev/getting-started/welcome
  - type: Documentation
    url: https://docs.coval.dev/guides/observability
common:
- type: Pricing
  url: https://www.coval.ai/pricing
- type: CapabilityMap
  url: capabilities/coval-ai-capability-edges.yml
  name: Coval Business Capability Map
- type: AgenticAccess
  url: agentic-access/coval-ai-agentic-access.yml
- type: DomainSecurity
  url: security/coval-ai-domain-security.yml
- type: Authentication
  url: authentication/coval-ai-authentication.yml
- type: GitHubOrganization
  url: https://github.com/coval-ai
- type: LinkedIn
  url: https://www.linkedin.com/company/covaldev
- type: Website
  url: https://www.coval.dev
- type: Documentation
  url: https://docs.coval.dev
- type: Plans
  url: plans/coval-ai-plans-pricing.yml
- type: RateLimits
  url: rate-limits/coval-ai-rate-limits.yml
- type: FinOps
  url: finops/coval-ai-finops.yml
- url: https://www.coval.ai/blog
  type: Blog
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com

Coval API — frequently asked questions

Does Coval have an API?

Yes. APIs.io lists 12 APIs from Coval, including Coval Agents API, Coval Conversations API and Coval Metrics API, and 9 more.

Is there an OpenAPI specification for the Coval API?

Yes. APIs.io indexes 12 OpenAPI specifications for Coval, each linked for download from this page.

How do I authenticate with the Coval API?

Coval uses bearer-token authentication (apiKey · 1 scheme). The details are profiled on APIs.io as Coval Ai Authentication.

How much does the Coval API cost?

Coval publishes its prices; its Starter plan is $100/mo as of 2026-10-07. APIs.io lists 3 pricing plans for Coval, with each plan's price, limits and inclusions under Pricing on this page.

Is the Coval API ready for AI agents?

Coval has a Kin Score of 33.1 out of 100 (thin) and an Agent Readiness score of 21.3 (agent-aware), scored by API Evangelist on 2026-11-06.

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