Axis Spatial

Terminus-2 – DeepSeek V4 Pro (high) vs. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Pro (high) 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 – DeepSeek V4 Pro (high) vs. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)
MetricTerminus-2 – DeepSeek V4 Pro (high)Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)
Geospatial Agent Index74 (attempts per task: 3)0* (attempts per task: 1 on 9 of 290 tasks so far)
GeoAgentBench score95No data
GeoBenchX score54No data
Earth-Bench score530
GeoAnalystBench score95No data
Raster and remote sensing score740
Vector and overlay score72No data
Networks and routing score93No data
Climate and time series score710
Spatial statistics and interpolation score50No data
Mapping and cartography score70No data
Recognising infeasible requests score46No data
Cost per task$0.273$0.247
Time per task7.4 min15.6 min
Tokens per attempt216k693k
Turns per attempt12.825.7
Attempts decided8709
Input price per 1M tokens$1.32$0.35
Output price per 1M tokens$3.96$0.56
Context window1,048,576128,000
Image inputNoYes
DeveloperDeepSeekMistral AI

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexTerminus-2 – DeepSeek V4 Pro (high): 74; Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 0* (partial coverage)025507510074DeepSeek V4 Pro (high)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 – DeepSeek V4 Pro (high)DeepSeek74 (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 – Mistral Small 3.1 24B (Non-reasoning): $0.247 (partial coverage); Terminus-2 – DeepSeek V4 Pro (high): $0.273$0$0.075$0.150$0.225$0.300$0.247Mistral Small 3.1 24B (Non-reasoning)$0.273DeepSeek V4 Pro (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek$0.273870 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 – DeepSeek V4 Pro (high): 7.4 min; Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 15.6 min (partial coverage)0m4m8m12m17m7.4 minDeepSeek V4 Pro (high)15.6 minMistral Small 3.1 24B (Non-reasoning)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek7.4 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 – DeepSeek V4 Pro (high) 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 – DeepSeek V4 Pro (high): 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 – DeepSeek V4 Pro (high) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – Mistral Small 3.1 24B (Non-reasoning), at $0.247 against $0.273 for Terminus-2 – DeepSeek V4 Pro (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – DeepSeek V4 Pro (high), at 7.4 min against 15.6 min for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).
Which has the larger context window, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – DeepSeek V4 Pro (high), at 1,048,576 tokens against 128,000 tokens for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).

More: Terminus-2 – DeepSeek V4 Pro (high) · Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) · all comparisons