Axis Spatial

Terminus-2 – DeepSeek V4 Pro (high) vs. Terminus-2 – gpt-oss-120b (low): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Pro (high) and Terminus-2 – gpt-oss-120b (low) 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 – gpt-oss-120b (low)
MetricTerminus-2 – DeepSeek V4 Pro (high)Terminus-2 – gpt-oss-120b (low)
Geospatial Agent Index7437
GeoAgentBench score9553
GeoBenchX score5431
Earth-Bench score5322
GeoAnalystBench score9542
Raster and remote sensing score7435
Vector and overlay score7231
Networks and routing score9360
Climate and time series score7142
Spatial statistics and interpolation score5022
Mapping and cartography score7019
Recognising infeasible requests score4646
Cost per task$0.273$0.0088
Time per task7.4 min1.0 min
Tokens per attempt216k23k
Turns per attempt12.83.4
Attempts decided870870
Input price per 1M tokens$1.32$0.35
Output price per 1M tokens$3.96$0.75
Context window1,048,576128,000
Image inputNoNo
DeveloperDeepSeekOpenAI

Charts

Geospatial Agent Index

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

Geospatial Agent IndexTerminus-2 – DeepSeek V4 Pro (high): 74; Terminus-2 – gpt-oss-120b (low): 37025507510074DeepSeek V4 Pro (high)37gpt-oss-120b (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – DeepSeek V4 Pro (high)DeepSeek74No pending judgements4 of 4870 of 870 planned attempts
Terminus-2 – gpt-oss-120b (low)OpenAI37No pending judgements4 of 4870 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskTerminus-2 – gpt-oss-120b (low): $0.0088; Terminus-2 – DeepSeek V4 Pro (high): $0.273$0$0.075$0.150$0.225$0.300$0.0088gpt-oss-120b (low)$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 – gpt-oss-120b (low)OpenAI$0.0088870 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

Time per taskTerminus-2 – gpt-oss-120b (low): 1.0 min; Terminus-2 – DeepSeek V4 Pro (high): 7.4 min0m2m4m6m8m1.0 mingpt-oss-120b (low)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 – gpt-oss-120b (low)OpenAI1.0 min870 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – gpt-oss-120b (low)?
Terminus-2 – DeepSeek V4 Pro (high), at 74 against 37 for Terminus-2 – gpt-oss-120b (low). Terminus-2 – DeepSeek V4 Pro (high): 870 of 870 planned attempts. Terminus-2 – gpt-oss-120b (low): 870 of 870 planned attempts.
Which is cheaper per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – gpt-oss-120b (low)?
Terminus-2 – gpt-oss-120b (low), at $0.0088 against $0.273 for Terminus-2 – DeepSeek V4 Pro (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Pro (high) or Terminus-2 – gpt-oss-120b (low)?
Terminus-2 – gpt-oss-120b (low), at 1.0 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 – gpt-oss-120b (low)?
Terminus-2 – DeepSeek V4 Pro (high), at 1,048,576 tokens against 128,000 tokens for Terminus-2 – gpt-oss-120b (low).

More: Terminus-2 – DeepSeek V4 Pro (high) · Terminus-2 – gpt-oss-120b (low) · all comparisons