Every request gets scored before it runs.
A sourced comparison of ModelBeat against one routing gateway (OpenRouter) and two inference providers (Groq, Together AI). OpenRouter does the same job we do. Groq and Together are single backends, the kind a gateway routes to. Against OpenRouter, the test is routing intelligence. Against Groq and Together, it is flexibility.
Where each one actually says yes.
A tick means full support, unqualified. A cross means no. Where neither is honest, the cell says why: a gated tier or a quote-only price reads differently from a straight yes.
| Capability | ModelBeat | OpenRouter | Groq | Together AI |
|---|---|---|---|---|
| Routing & governance | ||||
| Pre-call predictive routing | ||||
| Automatic cross-provider failover | ||||
| Vetting pipeline before traffic | ||||
| Immutable audit log | ||||
| Deployment & access | ||||
| On premises or air gapped | GroqRack, quote only | Enterprise Platform, quote only | ||
| Per request cost accounting | ||||
| OpenAI-compatible endpoint | ||||
| Entry pricing | $5 free credit | Pay as you go | Free tier, rate limited | $25 free credit |
Where ModelBeat actually pulls ahead.
A model has to earn its way in
Elytra watches, probes, and lower-bound scores every candidate before a human review. OpenRouter and Together AI pass through whatever a provider ships; Groq's catalog is small because of hardware fit, not a disclosed vetting bar.
Deployment parity, not a tier upsell
GroqRack and the Together Enterprise Platform both reach on premises, but as a separately negotiated tier bolted onto a cloud-first product with no public price. ModelBeat's three modes are the product itself.
Hybrid egress is a policy decision, not a toggle
ModelBeat's hybrid mode evaluates class of work, data label, destination, and spend ceiling before a request ever leaves the customer's environment. No competitor here documents that granularity.
Routing that scores, not just reacts
OpenRouter reacts to provider health after the fact. Groq and Together are not routers at all. Each is a single backend, not a layer choosing between many. ModelBeat is the only one here scoring capability, cost, and residency before the call is made.