Google

2 graded endpoints serving gemma-4-31b · back to the matrix

A vendor is graded once per API it speaks, because a shim and a native protocol routinely behave differently - Google speaks 2.

EndpointInferenceBillingProbed
Google (native)reference generateContent - Google's own protocol B 2026-08-25
Google (OpenAI-compat) OpenAI chat/completions shim over generateContent F 2026-08-25

Billing

Footnote (customer-favoring, not flagged): completion_tokens under-counts its own delivered content - under-bills in the customer's favor.

Findings affecting Google