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AI Gateway & Model Access
— one front door to every model

A governed AI gateway that sits between your applications, agents and every model provider — unified access, token-level observability, cost control and guardrails enforced once, at the gateway, across Azure, AWS, Google Cloud and OpenRouter.

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AI Gateway & Model Access AI Gateway & Model Access
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Topics we cover
AI gatewayGenAI gatewayLLM gatewayUnified model accessMulti-provider routingAzure API Management GenAI gatewayAzure AI Foundry Model RouterAmazon Bedrock GuardrailsAWS Bedrock cross-region inferenceApigee AI gatewayGoogle Model ArmorVertex AI Model GardenOpenRouterToken meteringSemantic cachingLLM observabilityGateway-level guardrailsPrompt injection defenceMCP gatewayFinOps for AIContent safetyModel failover
Status quo · late 2026

What has changed — and why it matters now

01

Every serious AI estate has a gateway

Direct app-to-model calls are now an anti-pattern. A gateway gives one endpoint, one identity model, one audit log and one bill — while the models behind it change monthly.

02

Guardrails moved to the edge

Prompt injection defence, PII redaction, content safety and tool allow-lists are enforced at the gateway for every app and agent, not re-implemented per team.

03

Cost and reliability are routing problems

Model routers pick the cheapest model that meets a quality bar, semantic caches remove duplicate calls, and cross-provider failover keeps agents running through outages and rate limits.

How we approach it

Our method for AI Gateway & Model Access

01Assess & selectInventory of apps, agents and model usage; requirements for residency, latency, providers; gateway choice per cloud — or a neutral layer across all.
02ArchitectureGateway topology, identity (Entra / IAM / workload identity), network isolation, key vaulting, quota hierarchy per team and product.
03PoliciesToken metering, rate limits, semantic caching, model routing and failover, logging without payloads where required.
04GuardrailsInjection shields, PII/secret redaction, content safety, grounding checks, tool and MCP allow-lists — enforced centrally, tuned per app.
05Observe & operatePer-request traces, cost by team and feature, quality and safety dashboards, alerting and chargeback.
In depth

Gateway options across the clouds

Microsoft Azure

Azure API Management GenAI gateway policies (token limits, token metrics, semantic caching, load balancing across Azure OpenAI and Foundry Models) plus Azure AI Foundry Model Router and Content Safety / Prompt Shields.

Amazon Web Services

Amazon Bedrock as the unified model API with Bedrock Guardrails, cross-region inference, application inference profiles for cost allocation, and API Gateway / Lambda or a dedicated LLM gateway in front.

Google Cloud

Apigee as the AI gateway (token quotas, semantic caching, Model Armor policy enforcement) over Vertex AI Model Garden — Gemini, Claude, Llama, Mistral behind one policy plane.

OpenRouter

A neutral gateway to hundreds of models from every major lab through one OpenAI-compatible API — provider routing, fallbacks, spend limits and per-key controls, ideal for multi-model evaluation and portability.

Open-source & neutral layers

LiteLLM, Portkey, Kong AI Gateway and Envoy AI Gateway for organisations that want the policy plane independent of any cloud.

Agent & MCP gateway

The same choke point governs agent tool calls: MCP server registry, per-agent identity, tool allow-lists and action logging.

What you get

Deliverables

Gateway architecture & selectionMulti-provider model routingToken-level cost & usage observabilityGateway-enforced guardrailsSemantic caching & rate limitsMCP / agent tool gateway
Technology-agnostic

Platforms we work across

We design for the outcome first and choose the platform second — across Microsoft, AWS and Google Cloud, and every major AI provider.

Azure API Management & AI FoundryAmazon Bedrock & API GatewayGoogle Apigee & Vertex AIOpenRouterAnthropicOpenAIGoogle GeminiLiteLLMPortkeyKong AI GatewayLangfuse / LangSmith
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Ready to talk about AI Gateway & Model Access?

One email reaches the architects and engineers who will do the work. We reply within one working day.

info@uspc.co.uk Contact page