# decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted) vs Sieve 31B

As of Oct 14, 2026, decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted) leads Sieve 31B in 0 of 1 shared categories.

decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted): price per 1M tokens is unset in the catalog.

Sieve 31B: price per 1M tokens is unset in the catalog.

decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted): open weights.

Sieve 31B: open weights.

- Which to pick, Decision models: As of Oct 14, 2026, Sieve 31B leads decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted) in Decision models at #3 against #48.

As of Oct 14, 2026, decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted) is ranked #48 in Decision models (since Oct 14, 2026; sources JevBench; methodology v1.0).

As of Oct 14, 2026, Sieve 31B is near state of the art, rank #3 in Decision models (since Oct 14, 2026; sources Decision Index Full; methodology v1.0).