Axis Spatial

Terminus-2 – DeepSeek V4 Flash (high) vs. Terminus-2 – Kimi K3 (always on): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Flash (high) and Terminus-2 – Kimi K3 (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 Flash (high) vs. Terminus-2 – Kimi K3 (always on)
MetricTerminus-2 – DeepSeek V4 Flash (high)Terminus-2 – Kimi K3 (always on)
Geospatial Agent Index52*58*
Earth-Bench V2 score4961
GeoBenchX score5555
GeoAgentBench score (guided GIS workflow; outside the index)9494
GeoAnalystBench score (guided GIS workflow; outside the index)8989
Raster and remote sensing score5259
Vector and overlay score1733
Networks and routing scoreNo dataNo data
Climate and time series score5166
Spatial statistics and interpolation score3650
Mapping and cartography score7378
Recognising infeasible requests score4338
Cost per task$0.087$0.336
Time per task12.8 min3.9 min
Tokens per attempt498k76k
Turns per attempt17.87.7
Attempts decided320320
Input price per 1M tokens$0.44$3.00
Output price per 1M tokens$1.32$15.00
Context window1,048,5761,000,000
Image inputNoYes
DeveloperDeepSeekMoonshot AI

Charts

Geospatial Agent Index

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

  • Planned attempts still to come
Geospatial Agent IndexTerminus-2 – Kimi K3 (always on): 58* (partial coverage); Terminus-2 – DeepSeek V4 Flash (high): 52* (partial coverage)025507510058*Kimi K3 (always on)52*DeepSeek V4 Flash (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – Kimi K3 (always on)Moonshot AI58*No pending judgements; coverage incomplete; 1 trace review declined by the judge2 of 2320 of 614 planned attempts
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek52*No pending judgements; coverage incomplete; 1 trace review declined by the judge2 of 2320 of 614 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Planned attempts still to come
Cost per taskTerminus-2 – DeepSeek V4 Flash (high): $0.087 (partial coverage); Terminus-2 – Kimi K3 (always on): $0.336 (partial coverage)$0$0.100$0.200$0.300$0.400$0.087DeepSeek V4 Flash (high)$0.336Kimi K3 (always on)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek$0.087320 of 614 planned attempts
Terminus-2 – Kimi K3 (always on)Moonshot AI$0.336320 of 614 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Planned attempts still to come
Time per taskTerminus-2 – Kimi K3 (always on): 3.9 min (partial coverage); Terminus-2 – DeepSeek V4 Flash (high): 12.8 min (partial coverage)0m3m7m10m13m3.9 minKimi K3 (always on)12.8 minDeepSeek V4 Flash (high)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek12.8 min320 of 614 planned attempts
Terminus-2 – Kimi K3 (always on)Moonshot AI3.9 min320 of 614 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Kimi K3 (always on)?
Terminus-2 – Kimi K3 (always on), at 58 against 52 for Terminus-2 – DeepSeek V4 Flash (high). Terminus-2 – DeepSeek V4 Flash (high): 320 of 614 planned attempts. Terminus-2 – Kimi K3 (always on): 320 of 614 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Kimi K3 (always on)?
Terminus-2 – DeepSeek V4 Flash (high), at $0.087 against $0.336 for Terminus-2 – Kimi K3 (always on).
Which is faster per task, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Kimi K3 (always on)?
Terminus-2 – Kimi K3 (always on), at 3.9 min against 12.8 min for Terminus-2 – DeepSeek V4 Flash (high).
Which has the larger context window, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Kimi K3 (always on)?
Terminus-2 – DeepSeek V4 Flash (high), at 1,048,576 tokens against 1,000,000 tokens for Terminus-2 – Kimi K3 (always on).

More: Terminus-2 – DeepSeek V4 Flash (high) · Terminus-2 – Kimi K3 (always on) · all comparisons