OBVIOUSBENCH · PUBLIC MODEL RELIABILITY
A small, evidence-first library drawn from the 555 public configurations in the 2026-08-13 release. It complements—rather than replaces—the complete interactive field.
FASTEST PATH TO A RELIABILITY BAR
Each table picks the cheapest observed public configuration from each model family that clears the stated answer pass3 threshold, then ranks those family configurations by cost. Open any row in the complete global explorer for the full field and Pareto context.
Lowest-cost observed configuration per model family clearing this threshold.
| Model family | Setting | Pass3 | Cost |
|---|---|---|---|
| Gemma 4 31B IT | High | 100% | $0.0251 |
| DeepSeek V4.1 Flash | adaptive | 99.3% | $0.02519 |
| DeepSeek V4 Flash 0731 | Low | 99.3% | $0.04967 |
| Hy3 | Low | 99.3% | $0.05838 |
| DeepSeek V4 Pro 0813 | Low | 99.3% | $0.08797 |
| Gemini 3.7 Flash | Low | 99.3% | $0.113 |
| Gemini 3.8 Flash | Medium | 100% | $0.1976 |
| Gemini 3 Flash Preview | Medium | 99.3% | $0.2473 |
Lowest-cost observed configuration per model family clearing this threshold.
| Model family | Setting | Pass3 | Cost |
|---|---|---|---|
| Z.AI GLM-5.3 Flash | Max | 96.5% | $0.01888 |
| DeepSeek V4.1 Flash | Minimal | 97.9% | $0.02387 |
| Solar Pro4 | Reasoning | 97.2% | $0.02435 |
| Gemma 4 31B IT | High | 100% | $0.0251 |
| Qwen3.8-Flash | Default | 95.1% | $0.03403 |
| Gemma 4 26B A4B IT | Medium | 96.5% | $0.03507 |
| DeepSeek V4 Flash 0731 | Low | 99.3% | $0.04967 |
| Ring-2.6-1T | Default | 97.9% | $0.05153 |
Lowest-cost observed configuration per model family clearing this threshold.
| Model family | Setting | Pass3 | Cost |
|---|---|---|---|
| GPT OSS 120B | Medium | 94.4% | $0.008422 |
| GPT OSS 20B | High | 94.4% | $0.01445 |
| Z.AI GLM-5.3 Flash | Max | 96.5% | $0.01888 |
| Laguna XS 2.1 | Default | 92.4% | $0.02004 |
| GPT 5.6 Luna | High | 93.8% | $0.0233 |
| DeepSeek V4.1 Flash | Minimal | 97.9% | $0.02387 |
| Solar Pro4 | Reasoning | 97.2% | $0.02435 |
| GPT 5 nano | Low | 91% | $0.02441 |
START WITH A LAB
These eight shortcuts are editorial navigation, not an exclusion of the other manufacturers in the public field.
CURATED DECISION PAGES
Each page shows the observed settings, exact pass3 and cost values, the release source, and a share-ready image. It is a purposeful sample, not a bulk index of every model name.
COMPLETE FIELD
Every public manufacturer is listed below. The homepage data explorer remains the authoritative way to inspect all 555 configurations and change filters.
