# decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique) vs decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)

As of Oct 14, 2026, decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique) leads decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) in 0 of 1 shared categories.

decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique): price per 1M tokens is unset in the catalog.

decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted): price per 1M tokens is unset in the catalog.

decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique): open weights.

decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted): open weights.

- Which to pick, Decision models: As of Oct 14, 2026, decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) leads decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique) in Decision models at #4 against #44.

As of Oct 14, 2026, decider chat on Gemma-4-31B-it (Mapika, frozen base, inference technique) is ranked #44 in Decision models (since Oct 14, 2026; sources Decision Index Full and JevBench; methodology v1.0).

As of Oct 14, 2026, decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) is state of the art in Decision models (since Oct 8, 2026; sources JevBench price; methodology v1.0).