Axis Spatial

Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) vs. Terminus-2 – Qwen 3.8 27B (xhigh): geospatial agent comparison

Comparison between Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) and Terminus-2 – Qwen 3.8 27B (xhigh) on the Geospatial Agent Index, each benchmark, cost, time and token use, from the same tasks, agent and limits. Methodology.

Side by side

Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) vs. Terminus-2 – Qwen 3.8 27B (xhigh)
MetricTerminus-2 – Mistral Small 3.1 24B (Non-reasoning)Terminus-2 – Qwen 3.8 27B (xhigh)
Geospatial Agent Index0* (attempts per task: 1 on 9 of 290 tasks so far)62* (attempts per task: 1 on 101 of 290 tasks so far)
GeoAgentBench scoreNo data60
GeoBenchX scoreNo dataNo data
Earth-Bench score027
GeoAnalystBench scoreNo data100
Raster and remote sensing score036
Vector and overlay scoreNo data78
Networks and routing scoreNo data67
Climate and time series score043
Spatial statistics and interpolation scoreNo data62
Mapping and cartography scoreNo data100
Recognising infeasible requests scoreNo dataNo data
Cost per task$0.247$0.066
Time per task15.6 min19.8 min
Tokens per attempt693k90k
Turns per attempt25.78.2
Attempts decided9101
Input price per 1M tokens$0.35$0.45
Output price per 1M tokens$0.56$3.20
Context window128,000262,144
Image inputYesYes
DeveloperMistral AIAlibaba (Qwen)

Charts

Geospatial Agent Index

Equal-weight average of the evaluation scores, 0 to 100 · Higher is better

  • Partial coverage
Geospatial Agent IndexTerminus-2 – Qwen 3.8 27B (xhigh): 62* (partial coverage); Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 0* (partial coverage)025507510062*Qwen 3.8 27B (xhigh)0*Mistral Small 3.1 24B (Non-reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)62* (attempts per task: 1 on 101 of 290 tasks so far)No pending judgements; coverage incomplete3 of 4101 of 870 planned attempts
Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)Mistral AI0* (attempts per task: 1 on 9 of 290 tasks so far)No pending judgements; coverage incomplete1 of 49 of 351 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – Qwen 3.8 27B (xhigh): $0.066 (partial coverage); Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): $0.247 (partial coverage)$0$0.062$0.125$0.188$0.250$0.066Qwen 3.8 27B (xhigh)$0.247Mistral Small 3.1 24B (Non-reasoning)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)Mistral AI$0.2479 of 351 planned attempts
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)$0.066101 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – Mistral Small 3.1 24B (Non-reasoning): 15.6 min (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 19.8 min (partial coverage)0m5m10m15m20m15.6 minMistral Small 3.1 24B (Non-reasoning)19.8 minQwen 3.8 27B (xhigh)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)Mistral AI15.6 min9 of 351 planned attempts
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)19.8 min101 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 Terminus-2 – Qwen 3.8 27B (xhigh)?
Not comparable yet: Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) has scores on 1 of 4 benchmarks and Terminus-2 – Qwen 3.8 27B (xhigh) has scores on 3 of 4 benchmarks, so it is not yet ranked. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 9 of 351 planned attempts. Terminus-2 – Qwen 3.8 27B (xhigh): 101 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 Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Qwen 3.8 27B (xhigh), at $0.066 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 Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Mistral Small 3.1 24B (Non-reasoning), at 15.6 min against 19.8 min for Terminus-2 – Qwen 3.8 27B (xhigh).
Which has the larger context window, Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Qwen 3.8 27B (xhigh), at 262,144 tokens against 128,000 tokens for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).

More: Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) · Terminus-2 – Qwen 3.8 27B (xhigh) · all comparisons