Axis Spatial

Terminus-2 – Gemini 3.1 Flash-Lite (minimal) vs. Terminus-2 – gpt-oss-120b (high): geospatial agent comparison

Comparison between Terminus-2 – Gemini 3.1 Flash-Lite (minimal) and Terminus-2 – gpt-oss-120b (high) 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 – Gemini 3.1 Flash-Lite (minimal) vs. Terminus-2 – gpt-oss-120b (high)
MetricTerminus-2 – Gemini 3.1 Flash-Lite (minimal)Terminus-2 – gpt-oss-120b (high)
Geospatial Agent Index34* (attempts per task: 3)52 (attempts per task: 3)
GeoAgentBench score3375
GeoBenchX score4038
Earth-Bench score2844
GeoAnalystBench score3751
Raster and remote sensing score3054
Vector and overlay score2261
Networks and routing score080
Climate and time series score4357
Spatial statistics and interpolation score1732
Mapping and cartography score3934
Recognising infeasible requests score5044
Cost per task$0.0056$0.026
Time per task0.5 min4.6 min
Tokens per attempt18k60k
Turns per attempt3.55.2
Attempts decided869870
Input price per 1M tokens$0.25$0.35
Output price per 1M tokens$1.50$0.75
Context window1,048,576128,000
Image inputYesNo
DeveloperGoogleOpenAI

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexTerminus-2 – gpt-oss-120b (high): 52; Terminus-2 – Gemini 3.1 Flash-Lite (minimal): 34* (partial coverage)025507510052gpt-oss-120b (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 – gpt-oss-120b (high)OpenAI52 (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 – gpt-oss-120b (high): $0.026 (partial coverage)$0$0.0075$0.015$0.022$0.030$0.0056Gemini 3.1 Flash-Lite (minimal)$0.026gpt-oss-120b (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemini 3.1 Flash-Lite (minimal)Google$0.0056869 of 870 planned attempts
Terminus-2 – gpt-oss-120b (high)OpenAI$0.026869 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 – gpt-oss-120b (high): 4.6 min0m1m2m4m5m0.5 minGemini 3.1 Flash-Lite (minimal)4.6 mingpt-oss-120b (high)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemini 3.1 Flash-Lite (minimal)Google0.5 min869 of 870 planned attempts
Terminus-2 – gpt-oss-120b (high)OpenAI4.6 min870 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemini 3.1 Flash-Lite (minimal) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – gpt-oss-120b (high), at 52 against 34 for Terminus-2 – Gemini 3.1 Flash-Lite (minimal). Terminus-2 – Gemini 3.1 Flash-Lite (minimal): 869 of 870 planned attempts. Terminus-2 – gpt-oss-120b (high): 870 of 870 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Gemini 3.1 Flash-Lite (minimal) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – Gemini 3.1 Flash-Lite (minimal), at $0.0056 against $0.026 for Terminus-2 – gpt-oss-120b (high).
Which is faster per task, Terminus-2 – Gemini 3.1 Flash-Lite (minimal) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – Gemini 3.1 Flash-Lite (minimal), at 0.5 min against 4.6 min for Terminus-2 – gpt-oss-120b (high).
Which has the larger context window, Terminus-2 – Gemini 3.1 Flash-Lite (minimal) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – Gemini 3.1 Flash-Lite (minimal), at 1,048,576 tokens against 128,000 tokens for Terminus-2 – gpt-oss-120b (high).

More: Terminus-2 – Gemini 3.1 Flash-Lite (minimal) · Terminus-2 – gpt-oss-120b (high) · all comparisons