ModelBeat vs Helicone: LLM gateway and observability compared
ModelBeat and Helicone are both LLM gateways: one OpenAI-compatible endpoint in front of many models, with failover and cost tracking. Helicone pairs its AI gateway with an observability product and sells tiered plans. ModelBeat is a managed gateway with published per-token rates that scores each request before it runs, and can be deployed hybrid or on-premises under licence.
Last checked 27 October 2026 against Helicone’s own docs and pricing pages.
Helicone is a good fit if observability is the main job and you want a plan with seats, retention and alerts. ModelBeat is the better fit if the gateway itself, which model is chosen and why, is the main job.
| Topic | ModelBeat | Helicone |
|---|---|---|
| What it is | A managed LLM gateway and model router, drop-in compatible with the OpenAI API. | A unified API for 100+ LLM providers through the OpenAI SDK format, with usage, cost and performance tracking. |
| Routing and failover | Scored on capability, cost and residency before inference, rather than after a failed attempt. | Intelligent routing and automatic failover across providers. Load balancing is not mentioned. |
| Which models are available | A vetted set. Elytra probes and bands every model before ModelBeat will route to it. | 100+ providers. The docs do not describe a vetting step. |
| Open source | Not described on this page. | Marked as open source in Helicone's comparison table. The licence is not stated. |
| Compliance and SSO | See the security page for what is shipped and what is not. | SOC 2 and HIPAA are listed for the Team plan. SAML SSO and on-premises deployment are listed for Enterprise. |
| Price | Prepaid credit, no plan. 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. | Hobby: free, 10,000 requests. Pro: $79 a month. Team: $799 a month. Enterprise: custom. Helicone states a 0% markup on tokens. |
Choose Helicone if
- You want observability, alerts and seats in one product, with a free tier.
- You want an open-source gateway and observability stack.
- You need SOC 2 or HIPAA on a published plan.
Choose ModelBeat if
- You want every request scored before it runs, from a vetted model set.
- You want published per-token rates rather than a monthly plan.
- You want the same product as managed cloud, hybrid or on-premises.
Sources, read 27 October 2026
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