Axis Spatial

Terminus-2 – DeepSeek V4 Pro (high) vs. Terminus-2 – Gemini 3.1 Flash-Lite (minimal): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Pro (high) and Terminus-2 – Gemini 3.1 Flash-Lite (minimal) 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 – Gemini 3.1 Flash-Lite (minimal)
MetricTerminus-2 – DeepSeek V4 Pro (high)Terminus-2 – Gemini 3.1 Flash-Lite (minimal)
Geospatial Agent Index74 (attempts per task: 3)34* (attempts per task: 3)
GeoAgentBench score9533
GeoBenchX score5440
Earth-Bench score5328
GeoAnalystBench score9537
Raster and remote sensing score7430
Vector and overlay score7222
Networks and routing score930
Climate and time series score7143
Spatial statistics and interpolation score5017
Mapping and cartography score7039
Recognising infeasible requests score4650
Cost per task$0.273$0.0056
Time per task7.4 min0.5 min
Tokens per attempt216k18k
Turns per attempt12.83.5
Attempts decided870869
Input price per 1M tokens$1.32$0.25
Output price per 1M tokens$3.96$1.50
Context window1,048,5761,048,576
Image inputNoYes
DeveloperDeepSeekGoogle

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 – Gemini 3.1 Flash-Lite (minimal): 34* (partial coverage)025507510074DeepSeek V4 Pro (high)34*Gemini 3.1 Flash-Lite (minimal)
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 – Gemini 3.1 Flash-Lite (minimal)Google34* (attempts per task: 3)No pending judgements; coverage incomplete4 of 4869 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – Gemini 3.1 Flash-Lite (minimal): $0.0056 (partial coverage); Terminus-2 – DeepSeek V4 Pro (high): $0.273$0$0.075$0.150$0.225$0.300$0.0056Gemini 3.1 Flash-Lite (minimal)$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 – Gemini 3.1 Flash-Lite (minimal)Google$0.0056869 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – Gemini 3.1 Flash-Lite (minimal): 0.5 min (partial coverage); Terminus-2 – DeepSeek V4 Pro (high): 7.4 min0m2m4m6m8m0.5 minGemini 3.1 Flash-Lite (minimal)7.4 minDeepSeek V4 Pro (high)
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 – Gemini 3.1 Flash-Lite (minimal)Google0.5 min869 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Gemini 3.1 Flash-Lite (minimal)?
Terminus-2 – DeepSeek V4 Pro (high), at 74 against 34 for Terminus-2 – Gemini 3.1 Flash-Lite (minimal). Terminus-2 – DeepSeek V4 Pro (high): 870 of 870 planned attempts. Terminus-2 – Gemini 3.1 Flash-Lite (minimal): 869 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 – Gemini 3.1 Flash-Lite (minimal)?
Terminus-2 – Gemini 3.1 Flash-Lite (minimal), at $0.0056 against $0.273 for Terminus-2 – DeepSeek V4 Pro (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Gemini 3.1 Flash-Lite (minimal)?
Terminus-2 – Gemini 3.1 Flash-Lite (minimal), at 0.5 min against 7.4 min for Terminus-2 – DeepSeek V4 Pro (high).
Which has the larger context window, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – Gemini 3.1 Flash-Lite (minimal)?
They are level, at 1,048,576 tokens.

More: Terminus-2 – DeepSeek V4 Pro (high) · Terminus-2 – Gemini 3.1 Flash-Lite (minimal) · all comparisons