EvolutionIQ

EvolutionIQ is an AI-native insurance technology company providing claims guidance software for the insurance industry. Its platform surfaces claim-specific, actionable guidance to help claims professionals resolve complex cases, spanning Auto Casualty, Group & Individual Disability, Workers' Compensation, and Income Protection lines of business, plus Medhub, which converts unstructured medical records into claim-specific insights. Backed by First Round Capital and ICONIQ Capital, the company reports outcomes such as a 5-10 point reduction in combined ratio and 20%+ improvement in handling capacity. EvolutionIQ operates as a B2B enterprise vendor and does not publish a public developer API, SDKs, or API documentation; this profile captures its identity and public-surface security posture for the API Evangelist network.

EvolutionIQ is profiled on the APIs.io network. Tagged areas include Company, Artificial Intelligence, Insurance, Insurtech, and Claims.

EvolutionIQ’s developer surface includes engineering blog and 5 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

5.9/100 minimal ▬ flat Agent 0/100 human only Front door AI 4/6 moderate Full breakdown ↓
scored 2026-11-13 · rubric v0.28.0 · Show this score on your site →

0 APIs

Company Artificial Intelligence Insurance Insurtech Claims Machine Learning Health

Kin Score

Kin Score How this is scored →
scored 2026-11-13 · rubric v0.28.0

Composite quality — 5.9/100 · minimal

Contract Quality 0.0 / 21

Developer Ergonomics 0.4 / 17

Access Clarity 2.2 / 17

Operational Transparency 0.0 / 11

Contract Governance 0.0 / 10

Discoverability 4.1 / 9

Regulatory Posture 0.5 / 15

Agent readiness — 0/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 12

Machine-Readable Auth 0 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 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 Insurance 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 could not be measured. We hold no machine-readable contract for this provider to read, so there is nothing to measure a write surface against. Excluded rather than scored zero: never-measured and measured-empty are different facts. Publishing an OpenAPI is what makes this facet — and several others — scorable at all.

The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% 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):

Machine-Readable Contract +18 pts — api_specs includes an OpenAPI document Ask about this →
MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship Ask about this →
Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author Ask about this →
Machine-Readable Auth +10 pts — a served openid-configuration/oauth-authorization-server carrying `issuer` (served), else the securitySchemes class in the provider OpenAPIs — bound (mutualTLS, DPoP, Signature) > negotiable (oauth2 authorizationCode/clientCredentials, openIdConnect) > bearer (http bearer, apiKey) Ask about this →
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) Ask about this →
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes Ask about this →

13 more unmet checks in the Agent Readiness table above.

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

Contract Quality scores 0.0 — up to +25.0 composite points Ask about this →
Developer Ergonomics scores 2.4 — up to +19.5 composite points Ask about this →
Access Clarity scores 12.8 — up to +17.4 composite points Ask about this →

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.

Not sure how this applies to your stack? Ask about any one item. Kin Lane reads every question, looks at your profile and your situation, and replies with what a fix would take — scoped to that one area, priced up front, yours whether you ship it or not. Ask a question →

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/evolutioniq/apis.yml: open an issue on github.com/api-evangelist/evolutioniq 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 →

Privacy & Data 1

Its role, the data it processes, retention and transfers, quoted from its own privacy page.

EvolutionIQ

16 quoted statements, read from EvolutionIQ's own page on 2026-11-09.

PRIVACY

Security Posture 1

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

EvolutionIQ Domain Security

TLSv1.3 · HSTS · DNSSEC · DMARC

SECURITY

Resources

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Commercial 1

Pricing, plans, and the legal terms of use

PrivacyPolicy

PrivacyPolicy

Company 3

The organization behind the API

Website

Website

Blog

Blog

LinkedIn

Other 1

Properties that don't map to a standard resource type

DataProcessing

DataProcessing

Source (apis.yml)

aid: evolutioniq
deliveryModel:
  model: unknown
  open_source: false
  commercial: false
  callable_host: false
  label: Delivery model not determined — needs a product licence on record
  confidence: low
  source:
  - none
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source:
  - security
  generated: '2026-11-13'
  method: derived
image: https://kinlane-images.s3.amazonaws.com/shared/apis-json/icons/evolutioniq.png
name: EvolutionIQ
description: EvolutionIQ is an AI-native insurance technology company providing claims guidance software for the insurance
  industry. Its platform surfaces claim-specific, actionable guidance to help claims professionals resolve complex cases,
  spanning Auto Casualty, Group & Individual Disability, Workers' Compensation, and Income Protection lines of business, plus
  Medhub, which converts unstructured medical records into claim-specific insights. Backed by First Round Capital and ICONIQ
  Capital, the company reports outcomes such as a 5-10 point reduction in combined ratio and 20%+ improvement in handling
  capacity. EvolutionIQ operates as a B2B enterprise vendor and does not publish a public developer API, SDKs, or API documentation;
  this profile captures its identity and public-surface security posture for the API Evangelist network.
url: https://raw.githubusercontent.com/api-evangelist/evolutioniq/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- first-round-capital
- iconiq-capital
x-tier: stub
x-tier-reason: portfolio-lead
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-07-19'
tags:
- Company
- Artificial Intelligence
- Insurance
- Insurtech
- Claims
- Machine Learning
- Health
tags_raw:
- Company
- Ai
- Insurance
- InsurTech
- Claims
- Machine Learning
- Health
- Machine-Learning
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: DomainSecurity
  url: security/evolutioniq-domain-security.yml
- type: Website
  url: https://evolutioniq.com
- type: Blog
  url: https://evolutioniq.com/resources
- type: PrivacyPolicy
  url: https://evolutioniq.com/legal/privacy-policy
- type: LinkedIn
  url: https://www.linkedin.com/company/evolution-iq/
- type: DataProcessing
  url: privacy/evolutioniq-privacy-policy.yml
x-enrichment:
  date: '2026-07-19'
  status: backfilled
  pass: local-v1
  note: backfilled from .gitignore signal + verified work evidence

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