ModelBeat vs Cloudflare AI Gateway: an LLM gateway comparison
ModelBeat and Cloudflare AI Gateway both sit between your application and the model providers, which is what people mean by an LLM gateway or AI gateway. Cloudflare AI Gateway focuses on observing and controlling calls you already make: analytics, logging, caching, rate limiting, retries and model fallback. ModelBeat is a model router: it chooses the model per request, scores it before it runs, and prices the call.
Last checked 27 October 2026 against Cloudflare AI Gateway’s own docs and pricing pages.
If you are already on Cloudflare and want analytics, caching and rate limits in front of calls you route yourself, its free core is hard to beat. If you want the gateway to decide which model answers, from a vetted set, with a flat rate and an audit log, that is ModelBeat.
| Topic | ModelBeat | Cloudflare AI Gateway |
|---|---|---|
| What it is | A managed LLM gateway and model router, drop-in compatible with the OpenAI API. | A service to observe and control AI applications: analytics, logging, caching, rate limiting, retries and model fallback. |
| Who chooses the model | ModelBeat picks per request, on capability, cost and residency. | Your application names the provider and model. The overview describes retry and fallback, not a router that selects one. |
| Providers | A vetted set. Elytra probes and bands every model before ModelBeat will route to it. | Workers AI, Anthropic, Google Gemini, OpenAI, Replicate and others. |
| Caching | Not described on this page. | Serves responses from Cloudflare's cache instead of the model provider. |
| Guardrails | Not described on this page. | Billed as Workers AI token-based inference. DLP scanning is free on all plans, with full profiles needing a Zero Trust subscription. |
| Logs and audit | Append-only audit log, kept seven years. | Request logging. Legacy log storage limits are 100,000 logs on Workers Free and 10 million per gateway on Workers Paid. The overview does not mention audit logs. |
| Where it runs | Cloud, hybrid, or on-premises under licence. | Managed by Cloudflare. The overview does not describe self-hosting. |
| Price | Prepaid credit. Rates starting at $1.44 per million input tokens and $7.20 per million output, a published floor that can run higher depending on which model served the request. | The core is free on all plans. Unified Billing carries a 5% fee on credit purchases, with provider inference passed through at per-token rates. |
Choose Cloudflare AI Gateway if
- You already run on Cloudflare and want analytics, caching and rate limiting in front of your calls.
- You choose the model in your own code and want a free layer to observe it.
- You want response caching to cut repeated provider calls.
Choose ModelBeat if
- You want the gateway to choose the model per request, not only to observe your choice.
- You want a vetted model set and published per-token rates.
- You need an append-only audit log, or a hybrid or on-premises deployment.
Sources, read 27 October 2026
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