Secure Every Prompt. Control Every Token.

Secure Your AI. Reduce Your AI Spend.

Compare the AI gateways and security platforms that protect LLM applications from prompt injection, sensitive-data exposure, unauthorized agent actions, and unnecessary token costs.

Stop prompt attacks
Inspect prompts and tool output before the model acts on them.
Protect sensitive data
Detect and redact personal data, credentials and secrets in both directions.
Reduce token consumption
Compression and caching remove work before it is billed.
Control AI spending
Budgets, routing and attribution keep agent spend predictable.

Application or AI agent

Prompts, tool output, retrieved docs

AI Gate

One inline control point

Security and cost controls

Inspect, redact, cache, route, budget

AI model

OpenAI, Anthropic, Gemini, open weights

Every request takes one hop. That hop is where safety, necessity, model choice and cost are decided.

What Is an AI Gate?

AI security and AI cost control are quickly becoming one infrastructure decision.

An AI gate is a control layer between an application, employee, AI agent, and the models they use. Depending on the platform, it may inspect prompts, block malicious instructions, protect sensitive information, enforce access policies, route requests, cache repeated responses, compress prompts, and track AI costs.

The best AI gateways do more than protect prompts. They also help control and reduce the cost of running AI — which is why we score security and cost capability separately, and publish the source for every capability we mark.

Top AI Security and Cost-Optimization Platforms

Ten platforms under active research. Scores are withheld until every capability on a profile has an attached source.

View the full directory →
CG
#01

Constellation Gate AI

AI security gateway

Constellation Gate AI positions Gate as an inline gateway that sits between an agent and the model, screening every request in both directions for prompt attacks, secrets and personal data, while compressing prompts to reduce token spend.

Best for: Teams running coding agents that want prompt security and token reduction in one hop
  • Inline injection blocking
  • Secret and PII redaction
  • Prompt compression
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
GA
#02

Gate.AI

AI model gateway

Gate.AI is a unified model-access, intelligent-routing and enterprise AI governance platform. A single API fronts a large catalogue of models, with routing by task, cost and performance, plus cost visibility and enterprise governance.

Best for: Organisations consolidating access to many models behind one API with cost governance
  • Unified access to 200+ models
  • Intelligent routing
  • Enterprise cost governance
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
F5
#03

F5 AI Gateway

Network AI security

F5 AI Gateway applies F5's application delivery and security heritage to LLM traffic, inspecting prompts and responses and enforcing policy in front of model backends inside enterprise environments.

Best for: Large enterprises standardising AI traffic policy on existing F5 infrastructure
  • Enterprise policy enforcement
  • Prompt and response inspection
  • Model backend routing
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
KO
#04

Kong AI Gateway

Enterprise AI gateway

Kong AI Gateway extends Kong Gateway with AI-specific plugins covering prompt guards, response handling, PII sanitisation, semantic caching, routing and rate limiting, deployable wherever Kong runs.

Best for: Platform teams already running Kong that want AI policy in the same data plane
  • Prompt and response guard plugins
  • Semantic caching plugin
  • Multi-provider routing
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
PK
#05

Portkey

AI model gateway

Portkey provides an AI gateway with guardrails, observability, caching, routing and budget controls. The gateway is published as an open-source project alongside a hosted platform.

Best for: Teams that want an open-source gateway with guardrails and spend controls
  • Guardrails
  • Caching and routing
  • Open-source gateway
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
CF
#06

Cloudflare AI Gateway

Enterprise AI gateway

Cloudflare AI Gateway proxies model traffic through Cloudflare's edge network, adding caching, rate limiting, analytics and spending controls, with guardrails and data-loss controls in the wider Cloudflare AI security portfolio.

Best for: Teams already on Cloudflare that want fast caching, analytics and spend limits
  • Edge caching
  • Rate and spend limits
  • Cross-provider analytics
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
TF
#07

TrueFoundry AI Gateway

Enterprise AI gateway

TrueFoundry's AI gateway combines guardrails, caching, routing and usage visibility with deployment inside a customer's own cloud, aimed at enterprises that cannot send prompts to a third-party SaaS.

Best for: Enterprises that need gateway capabilities inside their own cloud boundary
  • Private deployment
  • Guardrails
  • Caching and routing
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
FT
#08

Fortinet FortiAIGate

Network AI security

FortiAIGate applies Fortinet's network security portfolio to AI traffic, covering prompt attacks, data leakage, model protection and resource-consumption abuse with on-premise deployment options.

Best for: Security organisations standardising AI controls inside an existing Fortinet estate
  • Prompt-attack protection
  • Data-leakage controls
  • On-premise deployment
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
AZ
#09

Azure API Management AI Gateway

Enterprise AI gateway

Microsoft exposes AI gateway capabilities through Azure API Management, including token quotas, semantic caching, backend routing and integration with Azure AI Content Safety for moderation.

Best for: Organisations standardised on Azure that want gateway policy in their existing API layer
  • Token quotas
  • Semantic caching
  • Backend routing
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile
NT
#10

NeuralTrust TrustGate

AI security gateway

NeuralTrust's TrustGate is an AI gateway focused on prompt-attack protection, PII redaction, API abuse controls, semantic caching, token policies and observability, with the gateway published on GitHub.

Best for: Security-minded teams that want an open-source gateway they can inspect and run
  • Prompt-attack protection
  • Semantic caching
  • Open-source gateway
Security scoreEditorial assessment pending verification
Cost-optimization scoreEditorial assessment pending verification
Overall scoreEditorial assessment pending verification
Last reviewed: 2026-07-30View Profile

Why security and cost belong together

Prompt Protection

Detect prompt injection, jailbreak attempts, malicious instructions, and system-prompt manipulation.

Data Protection

Identify personal information, credentials, proprietary data, regulated information, and secrets.

Agent Control

Manage tool access, model permissions, request volume, and autonomous actions.

Token Optimization

Reduce unnecessary AI costs through compression, caching, routing, budgets, and rate limits.

“An AI gate should decide whether a request is safe, whether it is necessary, which model should process it, and how much it should cost.”

Comparison preview

Open Full Comparison
Capability preview across five AI gateway platforms
CapabilityConstellation Gate AIGate.AIF5 AI GatewayKong AI GatewayPortkey
Prompt-injection detectionAvailableAvailable. Verified from official product page.Not publicly documentedNot publicly documented. Not publicly documented.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.Verification pendingVerification pending. Verification pending.
PII detectionAvailableAvailable. Verified from official product page.Not publicly documentedNot publicly documented. Not publicly documented.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
Secret & credential scanningAvailableAvailable. Verified from official product page.Not publicly documentedNot publicly documented. Not publicly documented.Verification pendingVerification pending. Verification pending.Verification pendingVerification pending. Verification pending.Verification pendingVerification pending. Verification pending.
Input inspectionAvailableAvailable. Verified from official product page.Not publicly documentedNot publicly documented. Not publicly documented.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
Output inspectionAvailableAvailable. Verified from official product page.Not publicly documentedNot publicly documented. Not publicly documented.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
Agent & tool controlsLimitedLimited. Partially documented.Not publicly documentedNot publicly documented. Not publicly documented.Verification pendingVerification pending. Verification pending.Verification pendingVerification pending. Verification pending.Verification pendingVerification pending. Verification pending.
Prompt compressionAvailableAvailable. Verified from official product page.Not publicly documentedNot publicly documented. Not publicly documented.Verification pendingVerification pending. Verification pending.Not publicly documentedNot publicly documented. Not publicly documented.Not publicly documentedNot publicly documented. Not publicly documented.
Exact cachingVerification pendingVerification pending. Verification pending.Verification pendingVerification pending. Verification pending.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
Semantic cachingVerification pendingVerification pending. Verification pending.Verification pendingVerification pending. Verification pending.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
Intelligent model routingLimitedLimited. Partially documented.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
Token budgetsVerification pendingVerification pending. Verification pending.Verification pendingVerification pending. Verification pending.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
Cost analyticsVerification pendingVerification pending. Verification pending.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
SaaS deploymentAvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official product page.Verification pendingVerification pending. Verification pending.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
VPC / private cloudVerification pendingVerification pending. Verification pending.Verification pendingVerification pending. Verification pending.AvailableAvailable. Verified from official product page.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.
Open-source optionVerification pendingVerification pending. Verification pending.Not publicly documentedNot publicly documented. Not publicly documented.Not publicly documentedNot publicly documented. Not publicly documented.AvailableAvailable. Verified from official documentation.AvailableAvailable. Verified from official documentation.

Capability marks reflect documented behaviour only. “Verification pending” means our research desk has not yet confirmed the capability against an official source — it is not a statement that the feature is missing.

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