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AI Integrations & API Architecture

WebReinvent builds resilient, high-throughput API architectures embedding AI intelligence directly into core business systems.

WebReinvent builds resilient, high-throughput API architectures embedding AI intelligence directly into core business systems.
Secure, resilient, high-throughput API architectures that embed AI intelligence directly into your core business systems.

Integration Architecture

Layers that connect enterprise systems to AI models with security, resilience, and scale.

API Gateway & Routing

Centralized request routing, rate limiting, and failover.

Prompt Management

Versioned templates, A/B testing, and context injection.

Token Optimization

Prompt compression, context management, and caching.

Multi-Provider Fallback

Automated failover across primary and open-source models.

PII & Compliance

Automated PII masking and SOC2/HIPAA enforcement.

The Tech Stack

Enterprise-grade tools and frameworks for building resilient, compliant AI integrations.

FastAPI & gRPC

High-performance Python API frameworks for low-latency model inference endpoints.

LangChain & LlamaIndex

Abstraction layers for multi-model orchestration, RAG pipelines, and tool integration.

Redis & Semantic Cache

Sub-millisecond response caching for repeated queries, reducing API costs by up to 40%.

Kafka & Event Streaming

Asynchronous request processing that handles high-throughput, bursty AI workloads at scale without blocking.

Azure OpenAI & AWS Bedrock

Private cloud endpoints with enterprise-grade security, compliance, and data residency.

Custom Middleware Wrappers

Lightweight adapters for legacy CRM, ERP, and database systems to call AI endpoints.

How the Integration Flows

From API gateway to observability — the four layers of enterprise AI integration.

API Gateway Layer

Compliant PII redaction with zero data retention.

Orchestration Engine

Multi-LLM routing, auto-fallback, and cost control.

Data Guard

Automated PII redaction and compliance per request.

Observability

Trace requests, track costs, and score performance.

Core
Integration Services

End-to-end AI integration capabilities for enterprise-scale deployments.

Custom API Middleware

FastAPI, gRPC & Node backends for rate limiting, token & failover routing.

LLM Orchestration

Vendor-agnostic routing for OpenAI, Anthropic & Llama with auto-fallback.

Security & Compliance

Zero-retention routing, PII redaction & SOC2/HIPAA compliant pipelines.

Cost & Rate Limits

Request queueing, semantic caching & prompt compression to cut costs.

Legacy System Adapters

Microservice connectors letting CRMs, ERPs & legacy apps use AI endpoints.

Failover & Resilience

Multi-model fallback routing requests to secondary providers during outages.

Got questions? We've got answers.

Quick insights into AI Integrations & API Architecture.

Yes. We create microservice adapters and middleware APIs that allow legacy web apps, CRMs, and ERPs to call AI endpoints without requiring complete software overhauls.
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