Axis Spatial

Terminus-2 – DeepSeek V4 Pro (high) vs. Terminus-2 – Kimi K2.7 Code (always on): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Pro (high) and Terminus-2 – Kimi K2.7 Code (always on) 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 – Kimi K2.7 Code (always on)
MetricTerminus-2 – DeepSeek V4 Pro (high)Terminus-2 – Kimi K2.7 Code (always on)
Geospatial Agent Index73*73*
GeoAgentBench score9890
GeoBenchX score4655
Earth-Bench score4862
GeoAnalystBench score10084
Raster and remote sensing score7474
Vector and overlay score7178
Networks and routing score10080
Climate and time series score6579
Spatial statistics and interpolation score5367
Mapping and cartography score6973
Recognising infeasible requests score4241
Cost per task$0.265$0.129
Time per task8.6 min6.8 min
Tokens per attempt201k308k
Turns per attempt12.814.6
Attempts decided209268
Input price per 1M tokens$1.32$0.95
Output price per 1M tokens$3.96$4.00
Context window1,048,576262,144
Image inputNoYes
DeveloperDeepSeekMoonshot AI

Charts

Axis Spatial Geospatial Agent Index

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

  • Partial coverage
Axis Spatial Geospatial Agent IndexTerminus-2 – DeepSeek V4 Pro (high): 73* (partial coverage); Terminus-2 – Kimi K2.7 Code (always on): 73* (partial coverage)025507510073*DeepSeek V4 Pro (high)73*Kimi K2.7 Code (always on)
Data table: Axis Spatial Geospatial Agent Index
Axis Spatial Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek73*No pending judgements; coverage incomplete4 of 4209 of 870 planned attempts
Terminus-2 – Kimi K2.7 Code (always on)Moonshot AI73*73 to 734 of 4268 of 870 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): $0.129 (partial coverage); Terminus-2 – DeepSeek V4 Pro (high): $0.265 (partial coverage)$0$0.075$0.150$0.225$0.300$0.129Kimi K2.7 Code (always on)$0.265DeepSeek V4 Pro (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek$0.265209 of 870 planned attempts
Terminus-2 – Kimi K2.7 Code (always on)Moonshot AI$0.129269 of 870 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): 6.8 min (partial coverage); Terminus-2 – DeepSeek V4 Pro (high): 8.6 min (partial coverage)0m2m5m8m10m6.8 minKimi K2.7 Code (always on)8.6 minDeepSeek V4 Pro (high)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek8.6 min209 of 870 planned attempts
Terminus-2 – Kimi K2.7 Code (always on)Moonshot AI6.8 min269 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Kimi K2.7 Code (always on)?
Terminus-2 – DeepSeek V4 Pro (high), at 73 against 73 for Terminus-2 – Kimi K2.7 Code (always on). Terminus-2 – DeepSeek V4 Pro (high): 209 of 870 planned attempts. Terminus-2 – Kimi K2.7 Code (always on): 268 of 870 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 – Kimi K2.7 Code (always on)?
Terminus-2 – Kimi K2.7 Code (always on), at $0.129 against $0.265 for Terminus-2 – DeepSeek V4 Pro (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Kimi K2.7 Code (always on)?
Terminus-2 – Kimi K2.7 Code (always on), at 6.8 min against 8.6 min for Terminus-2 – DeepSeek V4 Pro (high).
Which has the larger context window, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Kimi K2.7 Code (always on)?
Terminus-2 – DeepSeek V4 Pro (high), at 1,048,576 tokens against 262,144 tokens for Terminus-2 – Kimi K2.7 Code (always on).

More: Terminus-2 – DeepSeek V4 Pro (high) · Terminus-2 – Kimi K2.7 Code (always on) · all comparisons