Pre-answer semantic routing for
AI providers.

CATWiki IoE-x receives long AI-provider prompts, extracts the underlying user intent, classifies the enquiry across IoE + WWW, applies Semantic Guard against wrong-domain drift, and returns clean RAG, MCP/CP and audit metadata before the model answers.

Contact
AI inbound Dual later IOE-WWW Semantic Guard MCP/CP Return packet Clean RAG Namespace
Input
"How to build US military model boats."
Extracted intent
hobby / model-making
False route suppressed
marine / AUV operations
WWW route
Hobbies › Model Making › Model Boats › US Military
RAG namespace
catwiki.www.hobbies .model_making. model_boats. us_military_models

Why semantic routing matters

Wrong-domain drift

Surface vocabulary misleads models into false topic routes. CATWiki resolves intent before generation.

RAG over-breadth

Surface vocabulary misleads models into false topic routes. CATWiki resolves intent before generation.

No explainable route

Unscoped retrieval floods the model with irrelevant context. CATWiki returns a clean include/exclude namespace.

What CATWiki returns

IoE + www route
Long provider prompt → extracted enquiry → dual-layer topic path
Semantic Guard decision
Suppresses misleading surface terms and wrong-domain drift
Clean RAG namespace
Provider-grade include/exclude filters for retrieval focus

Local Python API · MCP-style endpoints

REST endpoints

GET
/health
GET
/openapi
GET
/mcp/tools
POST
/v1/route
POST
/v1/context-packet
POST
/v1/rag-filter
POST
/v1/audit
POST
/mcp

MCP Style tools

  • catwiki.route
  • catwiki.build_context_packet
  • catwiki.build_rag_filter
  • catwiki.audit_trace
  • catwiki.evaluate_batch

Provider Benefit

Model alignment

Advisory route metadata guides model workflow without claiming system-prompt authority.

Retrieval focus

Clean namespaces scope RAG corpora where route codes or corpus tags are available.

Auditability

Every route decision is recorded with matched signals, rejected candidates and confidence basis.

Integration readiness

Local Python API now. Hosted REST/API + remote MCP server as the production path.

Ready to intergrate?

Request a technical review of CATWiki IoE-x for AI-provider routing, RAG scoping and MCP/CP integration.

Request technical review Discuss NDA based integration