Pryon

Pryon is a Raleigh, North Carolina enterprise AI company founded in 2017 by Igor Jablokov that provides a retrieval-augmented generation (RAG) platform for regulated and security-conscious organizations. The Pryon RAG Suite couples an Ingestion Engine (filetype handling, layout analysis, OCR/HTR, table structure recognition and semantic segmentation), a Retrieval Engine (vast search, query canonicalization, query classification, metadata filtering, verified answers) and a Generative Engine (chat completions, guardrails, query rewriting, answer summarization) behind a single set of REST APIs. Symphony, its low-code orchestration builder, composes those engines into custom RAG and agentic workflows. Content is ingested through prebuilt connectors for SharePoint, Salesforce, Amazon S3, Azure Blob Storage, Google Cloud Storage, NFS and a Universal Connector, and the platform is deployed in Pryon SaaS, customer VPC, on-premises and air-gapped environments. All 276 published operations are documented at docs.pryon.com, which also serves an llms.txt index for agents.

Pryon publishes 24 APIs on the APIs.io network, including Analytics API, Connector Service External API, Content Service API, and 21 more. Tagged areas include Artificial Intelligence, Retrieval Augmented Generation, Enterprise Search, Knowledge-Management, and Generative AI.

The Pryon catalog on APIs.io includes 1 event-driven AsyncAPI specification.

Pryon’s developer surface includes documentation, API reference, getting-started guide, authentication, engineering blog, support, changelog, and 24 more developer resources.

🌐 Visit website 📡 Source on GitHub

43.6/100 developing ▬ flat Agent 29/100 agent ready Full breakdown ↓
scored 2026-08-25 · rubric v0.14.0

24 APIs 1 MCP Servers

Artificial Intelligence Retrieval Augmented Generation Enterprise Search Knowledge-Management Generative AI Document IngestionContent ConnectorsAgents Machine-Learning Company

Kin Score

Kin Score How this is scored →
scored 2026-08-25 · rubric v0.14.0

Composite quality — 43.6/100 · developing

Contract Quality 15.1 / 25

Developer Ergonomics 8.0 / 20

Access Clarity 7.4 / 20

Operational Transparency 1.4 / 13

Contract Governance 3.6 / 12

Discoverability 8.2 / 10

Agent readiness — 29/100 · agent ready

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 8 / 8

Request/Response Examples 7 / 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 Surface 0 / 5

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/pryon: 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 24

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

Open Collections 47

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

MCP Servers 1

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

Get Started 2

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

GettingStarted

GettingStarted

Documentation 2

Reference material describing how the API behaves

Documentation

Documentation

APIReference

APIReference

Agent Surfaces 4

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

AgenticAccess

AgentSkill

MCPServer

Design & Contract 6

Pagination, idempotency, versioning, errors, and events

Conformance

ErrorCatalog

Lifecycle

Conventions

DataModel

Components

Build 3

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Packages

Packages

ToolCrosswalk

ToolCrosswalk

Access & Security 4

Authentication, authorization, and security posture

TrustCenter

Authentication

Compliance

DomainSecurity

Operate 3

Status, limits, changes, and where to get help

Support

Support

ChangeLog

ChangeLog

ChangeLog

ChangeLog

Commercial 2

Pricing, plans, and the legal terms of use

TermsOfService

TermsOfService

PrivacyPolicy

PrivacyPolicy

Company 2

The organization behind the API

Website

Website

Blog

Blog

Other 3

Properties that don't map to a standard resource type

Overlay

Overlay

AcceptableUsePolicy

AcceptableUsePolicy

Events

Events

Source (apis.yml)

aid: pryon
name: Pryon
description: Pryon is a Raleigh, North Carolina enterprise AI company founded in 2017 by Igor Jablokov that provides a retrieval-augmented
  generation (RAG) platform for regulated and security-conscious organizations. The Pryon RAG Suite couples an Ingestion Engine
  (filetype handling, layout analysis, OCR/HTR, table structure recognition and semantic segmentation), a Retrieval Engine
  (vast search, query canonicalization, query classification, metadata filtering, verified answers) and a Generative Engine
  (chat completions, guardrails, query rewriting, answer summarization) behind a single set of REST APIs. Symphony, its low-code
  orchestration builder, composes those engines into custom RAG and agentic workflows. Content is ingested through prebuilt
  connectors for SharePoint, Salesforce, Amazon S3, Azure Blob Storage, Google Cloud Storage, NFS and a Universal Connector,
  and the platform is deployed in Pryon SaaS, customer VPC, on-premises and air-gapped environments. All 276 published operations
  are documented at docs.pryon.com, which also serves an llms.txt index for agents.
image: https://cdn.prod.website-files.com/65cbae0a3956181cf7a74c75/672bde6da9f2a2dc6e54b6fa_fav-icon-pryon-wht-bg.png
url: https://raw.githubusercontent.com/api-evangelist/pryon/refs/heads/main/apis.yml
x-type: company
x-source: harvest:secondary-market
specificationVersion: '0.23'
created: '2026-08-02'
modified: '2026-08-02'
tags:
- Artificial Intelligence
- Retrieval Augmented Generation
- Enterprise Search
- Knowledge-Management
- Generative AI
- Document Ingestion
- Content Connectors
- Agents
- Machine-Learning
- Company
tags_raw:
- Artificial Intelligence
- Retrieval Augmented Generation
- Enterprise Search
- Knowledge Management
- Generative AI
- Document Ingestion
- Content Connectors
- Agents
- Machine Learning
- Company
apis:
- aid: pryon:pryon-analytics-api
  name: Pryon Analytics API
  description: The Analytics API from Pryon — 8 operation(s) for analytics.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Analytics
  properties:
  - type: OpenAPI
    url: openapi/pryon-analytics-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-connectorserviceexternal-api
  name: Pryon Connector Service External API
  description: The ConnectorServiceExternal API from Pryon — 11 operation(s) for connectorserviceexternal.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - ConnectorServiceExternal
  properties:
  - type: OpenAPI
    url: openapi/pryon-connectorserviceexternal-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-content-service-api
  name: Pryon Content Service API
  description: The Content Service API from Pryon — 16 operation(s) for content service.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Content Service
  properties:
  - type: OpenAPI
    url: openapi/pryon-content-service-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-contentservice-api
  name: Pryon Content Service API
  description: The ContentService API from Pryon — 13 operation(s) for contentservice.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Content Service
  tags_raw:
  - ContentService
  properties:
  - type: OpenAPI
    url: openapi/pryon-contentservice-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-exchange-api
  name: Pryon Exchange API
  description: The Exchange API from Pryon — 3 operation(s) for exchange.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Exchange
  properties:
  - type: OpenAPI
    url: openapi/pryon-exchange-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-exchangeevent-api
  name: Pryon Exchange Event API
  description: The ExchangeEvent API from Pryon — 1 operation(s) for exchangeevent.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - ExchangeEvent
  properties:
  - type: OpenAPI
    url: openapi/pryon-exchangeevent-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-feedback-api
  name: Pryon Feedback API
  description: The Feedback API from Pryon — 9 operation(s) for feedback.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Feedback
  properties:
  - type: OpenAPI
    url: openapi/pryon-feedback-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-generative-api
  name: Pryon Generative API
  description: The Generative API from Pryon — 6 operation(s) for generative.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Generative
  properties:
  - type: OpenAPI
    url: openapi/pryon-generative-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-generativeexchange-api
  name: Pryon Generative Exchange API
  description: The GenerativeExchange API from Pryon — 3 operation(s) for generativeexchange.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - GenerativeExchange
  properties:
  - type: OpenAPI
    url: openapi/pryon-generativeexchange-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-generativefeedback-api
  name: Pryon Generative Feedback API
  description: The GenerativeFeedback API from Pryon — 6 operation(s) for generativefeedback.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - GenerativeFeedback
  properties:
  - type: OpenAPI
    url: openapi/pryon-generativefeedback-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-generativeretrieval-api
  name: Pryon Generative Retrieval API
  description: The GenerativeRetrieval API from Pryon — 2 operation(s) for generativeretrieval.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - GenerativeRetrieval
  properties:
  - type: OpenAPI
    url: openapi/pryon-generativeretrieval-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-generativeretrievalfeedback-api
  name: Pryon Generative Retrieval Feedback API
  description: The GenerativeRetrievalFeedback API from Pryon — 6 operation(s) for generativeretrievalfeedback.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - GenerativeRetrievalFeedback
  properties:
  - type: OpenAPI
    url: openapi/pryon-generativeretrievalfeedback-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-knowledge-collection-service-api
  name: Pryon Knowledge Collection Service API
  description: The Knowledge Collection Service API from Pryon — 1 operation(s) for knowledge collection service.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Knowledge Collection Service
  properties:
  - type: OpenAPI
    url: openapi/pryon-knowledge-collection-service-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-knowledgecollectionservice-api
  name: Pryon Knowledge Collection Service API
  description: The KnowledgeCollectionService API from Pryon — 11 operation(s) for knowledgecollectionservice.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Knowledge Collection Service
  tags_raw:
  - KnowledgeCollectionService
  properties:
  - type: OpenAPI
    url: openapi/pryon-knowledgecollectionservice-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-knowledgedomain-api
  name: Pryon Knowledge Domain API
  description: The KnowledgeDomain API from Pryon — 17 operation(s) for knowledgedomain.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - KnowledgeDomain
  properties:
  - type: OpenAPI
    url: openapi/pryon-knowledgedomain-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-list-knowledge-collections-api
  name: Pryon List Knowledge Collections API
  description: The List Knowledge Collections API from Pryon — 1 operation(s) for list knowledge collections.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - List Knowledge Collections
  properties:
  - type: OpenAPI
    url: openapi/pryon-list-knowledge-collections-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-messages-api
  name: Pryon Messages API
  description: The Messages API from Pryon — 3 operation(s) for messages.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Message
  tags_raw:
  - Messages
  properties:
  - type: OpenAPI
    url: openapi/pryon-messages-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-organizationservice-api
  name: Pryon Organization Service API
  description: The OrganizationService API from Pryon — 23 operation(s) for organizationservice.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - OrganizationService
  properties:
  - type: OpenAPI
    url: openapi/pryon-organizationservice-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-regressiontest-api
  name: Pryon Regression Test API
  description: The RegressionTest API from Pryon — 7 operation(s) for regressiontest.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - RegressionTest
  properties:
  - type: OpenAPI
    url: openapi/pryon-regressiontest-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-retrieval-api
  name: Pryon Retrieval API
  description: The Retrieval API from Pryon — 4 operation(s) for retrieval.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Retrieval
  properties:
  - type: OpenAPI
    url: openapi/pryon-retrieval-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-retrievalfeedback-api
  name: Pryon Retrieval Feedback API
  description: The RetrievalFeedback API from Pryon — 9 operation(s) for retrievalfeedback.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - RetrievalFeedback
  properties:
  - type: OpenAPI
    url: openapi/pryon-retrievalfeedback-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-subjects-api
  name: Pryon Subjects API
  description: The Subjects API from Pryon — 6 operation(s) for subjects.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Subjects
  properties:
  - type: OpenAPI
    url: openapi/pryon-subjects-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-texttospeech-api
  name: Pryon Text To Speech API
  description: The TextToSpeech API from Pryon — 1 operation(s) for texttospeech.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - Text-to-Speech
  tags_raw:
  - TextToSpeech
  properties:
  - type: OpenAPI
    url: openapi/pryon-texttospeech-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
- aid: pryon:pryon-userdefinedmetadata-api
  name: Pryon User Defined Metadata API
  description: The UserDefinedMetadata API from Pryon — 9 operation(s) for userdefinedmetadata.
  humanURL: https://docs.pryon.com/docs/about-pryon-platform
  baseURL: https://api.pryon.net
  tags:
  - UserDefinedMetadata
  properties:
  - type: OpenAPI
    url: openapi/pryon-userdefinedmetadata-api-openapi.yml
  - type: StreamingEndpoint
    url: asyncapi/pryon-events.yml
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Overlay
  url: overlays/pryon-admin-overlay.yaml
- type: TrustCenter
  url: security/pryon-trust-center.yml
- type: Website
  url: https://www.pryon.com/
- type: DeveloperPortal
  url: https://docs.pryon.com/
- type: Documentation
  url: https://docs.pryon.com/docs/about-pryon
- type: APIReference
  url: https://docs.pryon.com/reference/api-authentication
- type: GettingStarted
  url: https://docs.pryon.com/docs/getting-started
- type: Authentication
  url: authentication/pryon-authentication.yml
- type: Blog
  url: https://www.pryon.com/resources/blogs
- type: Support
  url: https://www.pryon.com/contact
- type: GitHubOrganization
  url: https://github.com/Pryon-AI
- type: TermsOfService
  url: https://www.pryon.com/terms-of-service
- type: PrivacyPolicy
  url: https://www.pryon.com/privacy-policy
- type: AcceptableUsePolicy
  url: https://www.pryon.com/acceptable-use
- type: Compliance
  url: https://www.pryon.com/about/security
- type: ChangeLog
  url: https://docs.pryon.com/changelog
- type: ChangeLog
  url: changelog/pryon-changelog.yml
- type: LLMsTxt
  url: llms/pryon-llms.txt
- type: Conformance
  url: conformance/pryon-conformance.yml
- type: ErrorCatalog
  url: errors/pryon-problem-types.yml
- type: Lifecycle
  url: lifecycle/pryon-lifecycle.yml
- type: Conventions
  url: conventions/pryon-conventions.yml
- type: DataModel
  url: data-model/pryon-data-model.yml
- type: Components
  url: components/pryon-components.yml
- type: Packages
  url: packages/pryon-packages.yml
- type: DomainSecurity
  url: security/pryon-domain-security.yml
- type: AgenticAccess
  url: agentic-access/pryon-agentic-access.yml
- type: AgentSkill
  url: skills/_index.yml
- type: MCPServer
  url: mcp/pryon-mcp.yml
- type: ToolCrosswalk
  url: mcp/pryon-tool-crosswalk.yml
- type: Events
  url: asyncapi/pryon-events.yml
x-enrichment:
  date: '2026-08-02'
  status: enriched
  artifacts_added: 53
  pass: local-v1

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