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Inherent

Technical docs for Inherent's private company brain. Connect private company context, retrieve it through a REST API, and keep every answer grounded with citations and auditability.

The Problem​

You're building RAG-powered apps for clients. Every project needs the same pipeline: parse documents, chunk them, embed, index, search. And every project, you rebuild it from scratch.

  • Ingestion is a time sink — parsing PDFs, handling edge cases, managing embeddings
  • Retrieval is a black box — same query, different answers, no way to debug
  • No audit trail — when a client asks "where did the AI get that?", you can't answer

How It Works​

Inherent sits between your data sources and your AI. Three layers, one API:

LayerWhat it doesWhy it matters
TruthStores every document as the authoritative source (PostgreSQL)Single source of truth — no stale data
MemorySemantic search across all documents (Weaviate)Fast, accurate retrieval in milliseconds
AuditLogs every retrieval with full contextReproduce any result, debug any answer

Upload a document and search it — that's the whole API:

# Upload a document
curl -X POST https://api.inherent.sh/v1/documents \
-H "X-API-Key: $INHERENT_API_KEY" \
-F "file=@./product-specs.pdf" \
-F "workspace_id=ws_abc123"

# Search across your knowledge base
curl -X POST https://api.inherent.sh/v1/search \
-H "X-API-Key: $INHERENT_API_KEY" \
-H "Content-Type: application/json" \
-d '{"query": "authentication requirements", "workspace_id": "ws_abc123"}'

Key Features​

  • Managed Ingestion — Upload files via API. Inherent handles parsing, chunking, embedding, and indexing. No pipeline to build.
  • Reproducible Retrieval — Same query, same result, every time. No more "it worked yesterday."
  • Full Audit Trail — Every retrieval is logged: what was served, when, to whom. Essential for compliance and debugging.
  • Multi-Tenant Workspaces — Each client gets a fully isolated workspace. Built for agencies shipping to multiple customers.
QuickstartUpload a document and search it in 5 minutes
AuthenticationAPI keys, permissions, and rate limits
Uploading DocumentsSupported file types and async processing
SearchingSearch parameters and best practices
API ReferenceComplete endpoint documentation

Technical Positioning​

Use these docs when you need technical proof or implementation details. If you want to evaluate fit for an internal copilot, agency workflow, or governed company retrieval stack, book a demo.