AI-first API Gateways & Semantic Routing

AI-first API routing. We evaluate semantic gateways, vector search routing, and schema checks.

VP
SHIVAM ITCS
·14 December 2023·6 min read·1 views

Technical Overview & Strategic Context

Traditional API gateways route requests by path match. Semantic API gateways analyze request text using vector searches, mapping requests to backend services based on intent dynamically.

Architectural Principle: Expose service interfaces using vector search databases, resolving routes dynamically via embeddings.

Core Concepts & Architectural Blueprint

A semantic gateway calculates query embeddings, matches intentions in vector stores, and routes payloads to target services without explicit path mapping.

Performance & Capability Comparison

API GatewaysPath-based routing (REST)Semantic-based routing (AI)API Adaptability
Request MappingRequires fixed endpoint configsRouted dynamically using vector searchAccepts natural language inputs
Payload checksStatic schema verificationDynamic mapping via model engineEnables custom payloads

Implementation & Code Pattern

To build semantic routing rules inside gateway proxies, follow these steps:

  • Calculate embeddings for incoming request text parameters.
  • Query vector databases to locate matching service tools.
  • Route payloads to the matched target service endpoint.
javascriptcode
// Semantic API router component (2023)
async function routeSemanticRequest(requestText) {
  const queryVector = await calculateEmbeddings(requestText);
  const matchedService = await vectorDb.queryMatch(queryVector);
  return matchedService.endpointUrl;
}

Operational Governance & Future Outlook

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VP
Vijay Paliwal
Founder, SHIVAM ITCS · 18+ years enterprise & AI engineering
MCA · Ex-HiveGPT USA · Ex-Social27 Seattle
AI-first API Gateways & Semantic Routing | SHIVAM ITCS Blog | SHIVAM ITCS