Axis Spatial

Terminus-2 – Kimi K2.7 Code (always on) vs. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): geospatial agent comparison

Comparison between Terminus-2 – Kimi K2.7 Code (always 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 – Kimi K2.7 Code (always on) vs. Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)
MetricTerminus-2 – Kimi K2.7 Code (always on)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 score91No data
GeoBenchX score54No data
Earth-Bench score620
GeoAnalystBench score88No data
Raster and remote sensing score740
Vector and overlay score78No data
Networks and routing score87No data
Climate and time series score780
Spatial statistics and interpolation score60No data
Mapping and cartography score72No data
Recognising infeasible requests score41No data
Cost per task$0.119$0.247
Time per task6.5 min15.6 min
Tokens per attempt290k693k
Turns per attempt14.125.7
Attempts decided8709
Input price per 1M tokens$0.95$0.35
Output price per 1M tokens$4.00$0.56
Context window262,144128,000
Image inputYesYes
DeveloperMoonshot 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 – Kimi K2.7 Code (always on): 74; Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 0* (partial coverage)025507510074Kimi K2.7 Code (always 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 – Kimi K2.7 Code (always on)Moonshot AI74 (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 – Kimi K2.7 Code (always on): $0.119; Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): $0.247 (partial coverage)$0$0.062$0.125$0.188$0.250$0.119Kimi K2.7 Code (always on)$0.247Mistral Small 3.1 24B (Non-reasoning)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Kimi K2.7 Code (always on)Moonshot AI$0.119870 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 – Kimi K2.7 Code (always on): 6.5 min; Terminus-2 – Mistral Small 3.1 24B (Non-reasoning): 15.6 min (partial coverage)0m4m8m12m17m6.5 minKimi K2.7 Code (always on)15.6 minMistral Small 3.1 24B (Non-reasoning)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Kimi K2.7 Code (always on)Moonshot AI6.5 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 – Kimi K2.7 Code (always 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 – Kimi K2.7 Code (always 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 – Kimi K2.7 Code (always on) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – Kimi K2.7 Code (always on), at $0.119 against $0.247 for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).
Which is faster per task, Terminus-2 – Kimi K2.7 Code (always on) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – Kimi K2.7 Code (always on), at 6.5 min against 15.6 min for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).
Which has the larger context window, Terminus-2 – Kimi K2.7 Code (always on) or Terminus-2 – Mistral Small 3.1 24B (Non-reasoning)?
Terminus-2 – Kimi K2.7 Code (always on), at 262,144 tokens against 128,000 tokens for Terminus-2 – Mistral Small 3.1 24B (Non-reasoning).

More: Terminus-2 – Kimi K2.7 Code (always on) · Terminus-2 – Mistral Small 3.1 24B (Non-reasoning) · all comparisons