Modular vs Cloudflare AI Gateway

Detailed side-by-side comparison to help you choose the right tool

Modular

🔴Developer

AI Infrastructure

Unified AI inference platform from Chris Lattner's team — MAX engine, Mojo language, and a kernel-to-cloud stack.

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Starting Price

$0
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Cloudflare AI Gateway

🔴Developer

AI Infrastructure

AI traffic control plane for routing, caching, observing, and governing model workloads. This review explains verified features, pricing evidence, operational limits, and a practical evaluation plan.

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Starting Price

Free
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Feature Comparison

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FeatureModularCloudflare AI Gateway
CategoryAI InfrastructureAI Infrastructure
Pricing Plans3 listed plans1 listed plan
Starting Price$0Free
Key Features
  • • MAX inference engine across NVIDIA, AMD, Apple and CPU
  • • Mojo language for high-performance Python-superset kernels
  • • OpenAI-compatible serving for open-weight models
  • • LLM Request Routing
  • • Response Caching
  • • Rate Limiting

Modular - Pros & Cons

Pros

  • ✓Genuinely cross-vendor — same workflow on NVIDIA, AMD and Apple silicon
  • ✓Compiler-level optimisation produces measurable cost-per-token wins on open models
  • ✓Mojo gives Python-readable code that competes with hand-tuned CUDA C++
  • ✓Built by the LLVM/Clang/Swift team — pedigree is real, not marketing

Cons

  • ✗Mojo is still pre-1.0 with breaking changes between minor versions
  • ✗Smaller open-source ecosystem than vLLM or NVIDIA Triton today
  • ✗Distributed multi-node serving is less battle-tested than incumbents
  • ✗No MCP support — not relevant if you only need raw serving, but worth noting

Cloudflare AI Gateway - Pros & Cons

Pros

  • ✓Centralizes routing, logs, limits, and fallback policy across providers
  • ✓Caching can reduce repeated inference cost and response latency
  • ✓Rules can change from the dashboard or API without application redeployment

Cons

  • ✗Gateway-specific public pricing was not available at the fetched pricing path
  • ✗Adds another latency and availability dependency to every model request
  • ✗Caching and prompt logs require careful tenant isolation, redaction, and retention controls

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🔒 Security & Compliance Comparison

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Security FeatureModularCloudflare AI Gateway
SOC2—✅ Yes
GDPR—✅ Yes
HIPAA—❌ No
SSO—✅ Yes
Self-Hosted——
On-Prem—❌ No
RBAC—✅ Yes
Audit Log—✅ Yes
Open Source—❌ No
API Key Auth—✅ Yes
Encryption at Rest—✅ Yes
Encryption in Transit—✅ Yes
Data Residency—GLOBAL
Data Retention—configurable
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Review ModularReview Cloudflare AI Gateway