# decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted) vs Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout)

As of Oct 15, 2026, decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted) leads Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout) 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.

Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout): 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.

Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout): open weights.

- Which to pick, Decision models: As of Oct 15, 2026, Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout) leads decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted) in Decision models at #1 against #48.

As of Oct 15, 2026, decisio v0.8.0 on gemma-4-12B-it (frozen, one forward pass, self-hosted) is ranked #48 in Decision models (since Oct 15, 2026; sources JevBench; methodology v1.0).

As of Oct 15, 2026, Perplexity Decider v1.1 27B (Qwen3.8-27B, noncausal decision readout) is tied for state of the art with low confidence in Decision models (since Oct 14, 2026; sources Decision Index Full and JevBench; methodology v1.0).