Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) vs. Codex – GPT-6.1 Sol (xhigh): geospatial agent comparison
Comparison between Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) and Codex – GPT-6.1 Sol (xhigh) on the Geospatial Agent Index, each benchmark, cost, time and token use, from the same tasks, agent and limits. Methodology.
Side by side
| Metric | Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) | Codex – GPT-6.1 Sol (xhigh) |
|---|---|---|
| Geospatial Agent Index | 0* (attempts per task: 1 on 9 of 290 tasks so far) | 78* (attempts per task: 2.6) |
| GeoAgentBench score | No data | 100 |
| GeoBenchX score | No data | 65 |
| Earth-Bench score | 0 | 47 |
| GeoAnalystBench score | No data | 100 |
| Raster and remote sensing score | 0 | 69 |
| Vector and overlay score | No data | 80 |
| Networks and routing score | No data | 100 |
| Climate and time series score | 0 | 72 |
| Spatial statistics and interpolation score | No data | 62 |
| Mapping and cartography score | No data | 73 |
| Recognising infeasible requests score | No data | 66 |
| Cost per task | $0.247 | $0.121 |
| Time per task | 15.6 min | 3.0 min |
| Tokens per attempt | 693k | 196k |
| Turns per attempt | 25.7 | 8.8 |
| Attempts decided | 9 | 668 |
| Input price per 1M tokens | $0.35 | $2.00 |
| Output price per 1M tokens | $0.56 | $10.00 |
| Context window | 128,000 | No data |
| Image input | Yes | No data |
| Developer | Mistral AI | OpenAI |
Charts
Geospatial Agent Index
Equal-weight average of the evaluation scores, 0 to 100 · Higher is better
First eight selected entries in metric order. Full results in table view.
Data table: Geospatial Agent Index
| Model | Creator | Geospatial Agent Index | Range while attempts are pending | Benchmarks covered | Coverage (attempts) |
|---|---|---|---|---|---|
| Codex – GPT-6.1 Sol (xhigh) | OpenAI | 78* (attempts per task: 2.6) | 69 to 78 | 4 of 4 | 668 of 870 planned attempts |
| Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) | Mistral AI | 0* (attempts per task: 1 on 9 of 290 tasks so far) | No pending judgements; coverage incomplete | 1 of 4 | 9 of 351 planned attempts |
Codex – GPT-6.1 Sol (xhigh)Cost per task
Average cost per task (USD) · Lower is better
First eight selected entries in metric order. Full results in table view.
Data table: Cost per task
| Model | Creator | Cost per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) | Mistral AI | $0.247 | 9 of 351 planned attempts |
| Codex – GPT-6.1 Sol (xhigh) | OpenAI | $0.121 | 751 of 870 planned attempts |
Time per task
Average agent wall time per task · Lower is better
First eight selected entries in metric order. Full results in table view.
Data table: Time per task
| Model | Creator | Time per task | Coverage (attempts) |
|---|---|---|---|
| Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) | Mistral AI | 15.6 min | 9 of 351 planned attempts |
| Codex – GPT-6.1 Sol (xhigh) | OpenAI | 3.0 min | 751 of 870 planned attempts |
Frequently asked questions
- Which scores higher on the Geospatial Agent Index, Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) or Codex – GPT-6.1 Sol (xhigh)?
- Not comparable yet: Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) has scores on 1 of 4 benchmarks, so it is not yet ranked. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 9 of 351 planned attempts. Codex – GPT-6.1 Sol (xhigh): 668 of 870 planned attempts. Coverage is partial; scores can change as more attempts are decided.
- Which is cheaper per task, Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) or Codex – GPT-6.1 Sol (xhigh)?
- Codex – GPT-6.1 Sol (xhigh), at $0.121 against $0.247 for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).
- Which is faster per task, Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) or Codex – GPT-6.1 Sol (xhigh)?
- Codex – GPT-6.1 Sol (xhigh), at 3.0 min against 15.6 min for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).
- Which has the larger context window, Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) or Codex – GPT-6.1 Sol (xhigh)?
- Not known yet: Codex – GPT-6.1 Sol (xhigh) has no context window data.
More: Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) · Codex – GPT-6.1 Sol (xhigh) · all comparisons