Reific Environments - Industry: leaderboard
Reific's Industry environments evaluate agents on wind farms, offshore wells, refineries and factories. Records arrive over time; agents read, run code, ask people and act with tools. The score is mean graded reward across environments in the family, not a task pass rate. The shared source protocol uses high reasoning and fresh repeated trials; numeric checks are deterministic, other outputs average two judges. Exact endpoints, numeric budgets and judge identities remain source-scoped and unreported.
Metric: Mean graded reward (%). Source: reific.co. Saturation forecast: Rough model projection: around 2026. 20 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 5.5 (Reific Run: native=Claude%20Opus%205.5; cfg=ba20783f598bfef7) | 43.1 | |
| 2 | Gemini 4 Argon (Reific Run: native=Gemini%204%20Argon; cfg=894138d508356a5e) | 35 | |
| 3 | Claude Sonnet 5.5 (Reific Run: native=Claude%20Sonnet%205.5; cfg=ccd0a9d2ec8c2b92) | 34.1 | |
| 4 | GPT-6 Astra (Reific Run: native=GPT-6%20Astra; cfg=ae3b2e98cfafdb96) | 30.6 | |
| 5 | GPT-6.1 Sol (Reific Run: native=GPT-6.1%20Sol; cfg=a8a089cd5143b78d) | 22.9 | |
| 6 | Muse Wonder (Reific Run: native=Muse%20Wonder; cfg=c8cbdcd9fab6d787) | 21.9 | |
| 7 | Grok 4.7 (Reific Run: native=Grok%204.7; cfg=5e1476703201cde7) | 19.8 | |
| 8 | DeepSeek V4.1 Flash (Reific Run: native=DeepSeek-V4.1-Flash; cfg=32c7cd55c9b9eae5) | 17 | |
| 9 | GPT-6.1 Terra (Reific Run: native=GPT-6.1%20Terra; cfg=bb6065933bf837d0) | 16.7 | |
| 10 | Qwen3.8-Flash-Next (Reific Run: native=Qwen3.8-Flash-Next; cfg=8dafc68734e9a2d0) | 14 |
Interactive version: theaggregate.ai/benchmark?slug=reific-environments-industry · How It Works · Data refreshed daily, snapshot 2026-11-05.