Is LongCat-Flash or Gemma 4 31B Garnet cheaper?

LongCat-Flash and Gemma 4 31B Garnet have comparable output pricing.

Which has the larger context window, LongCat-Flash or Gemma 4 31B Garnet?

Gemma 4 31B Garnet has the larger context window (262K tokens).

LongCat-Flash vs Gemma 4 31B Garnet

Both have similar output pricing, while Gemma 4 31B Garnet offers a larger context window. Choose LongCat-Flash or Gemma 4 31B Garnet based on the trade-off between cost, context, and the benchmarks that matter for your use case.

Spec	LongCat-Flash	Gemma 4 31B Garnet
Provider	Meituan Inc	NanoGPT
Input / 1M tokens	—	$0.31
Output / 1M tokens	—	$0.31
Context window	—	262K
Parameters	560B	—
Open weights	Yes	No
Released	Sep 2025	May 2026

LongCat-Flash details →Gemma 4 31B Garnet details →

FAQ

Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.