decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) vs SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint)
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 SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint) in 1 of 1 shared categories: Decision models.
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted)
Yes. Yes on Decision models (price per 1,000 decisions). Not the overall leader.
SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint)
#166 Best current rank: #166 in Decision models, as of Oct 14, 2026.
| Category | decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) | SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint) |
|---|---|---|
| Decision models | #4 · Near-SOTA · Decision models Margin 2.2727272727272663 JevBench · Oct 8, 2026 | #166 · #166 in Decision models Margin 67.42424242424242 JevBench · Oct 8, 2026 |
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.
SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint): 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): open weights.
SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint): closed weights.
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 SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint) in Decision models at #4 against #166.
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) · SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint)
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) or SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint)?
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 SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint) in 1 of 1 shared categories: Decision models.
decisio v0.8.0 on gemma-4-31B-it (frozen, FP8 on load, one prefill per state, self-hosted) or SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint) for 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 SPX-CD Pro (SurdAI, hosted /v1/systemone, Oct-4 checkpoint) in Decision models at #4 against #166.