Axis Spatial

Terminus-2 – GLM-4.7-Flash (thinking on) vs. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): geospatial agent comparison

Comparison between Terminus-2 – GLM-4.7-Flash (thinking on) and Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) 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 – GLM-4.7-Flash (thinking on) vs. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)
MetricTerminus-2 – GLM-4.7-Flash (thinking on)Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)
Geospatial Agent Index40 (attempts per task: 3)0* (attempts per task: 1 on 9 of 290 tasks so far)
GeoAgentBench score43No data
GeoBenchX score39No data
Earth-Bench score350
GeoAnalystBench score42No data
Raster and remote sensing score360
Vector and overlay score46No data
Networks and routing score33No data
Climate and time series score440
Spatial statistics and interpolation score29No data
Mapping and cartography score50No data
Recognising infeasible requests score33No data
Cost per task$0.030$0.247
Time per task9.2 min15.6 min
Tokens per attempt419k693k
Turns per attempt17.925.7
Attempts decided8709
Input price per 1M tokens$0.06$0.35
Output price per 1M tokens$0.40$0.56
Context window131,072128,000
Image inputNoYes
DeveloperZ.aiMistral AI

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexTerminus-2 – GLM-4.7-Flash (thinking on): 40; Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 0* (partial coverage)025507510040GLM-4.7-Flash (thinking on)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 – GLM-4.7-Flash (thinking on)Z.ai40 (attempts per task: 3)No pending judgements4 of 4870 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 – GLM-4.7-Flash (thinking on): $0.030; Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): $0.247 (partial coverage)$0$0.062$0.125$0.188$0.250$0.030GLM-4.7-Flash (thinking on)$0.247Mistral Small 3.1 24B (Non-reasoning)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai$0.030870 of 870 planned attempts
Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)Mistral AI$0.2479 of 351 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – GLM-4.7-Flash (thinking on): 9.2 min; Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 15.6 min (partial coverage)0m4m8m12m17m9.2 minGLM-4.7-Flash (thinking on)15.6 minMistral Small 3.1 24B (Non-reasoning)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai9.2 min870 of 870 planned attempts
Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)Mistral AI15.6 min9 of 351 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-4.7-Flash (thinking on) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
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 – GLM-4.7-Flash (thinking on): 870 of 870 planned attempts. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 9 of 351 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – GLM-4.7-Flash (thinking on) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – GLM-4.7-Flash (thinking on), at $0.030 against $0.247 for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).
Which is faster per task, Terminus-2 – GLM-4.7-Flash (thinking on) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – GLM-4.7-Flash (thinking on), at 9.2 min against 15.6 min for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).
Which has the larger context window, Terminus-2 – GLM-4.7-Flash (thinking on) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – GLM-4.7-Flash (thinking on), at 131,072 tokens against 128,000 tokens for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).

More: Terminus-2 – GLM-4.7-Flash (thinking on) · Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) · all comparisons