Axis Spatial

Terminus-2 – Gemini 3.1 Flash-Lite (low) vs. Terminus-2 – GLM-5.3-Flash (max): geospatial agent comparison

Comparison between Terminus-2 – Gemini 3.1 Flash-Lite (low) and Terminus-2 – GLM-5.3-Flash (max) 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 (low) vs. Terminus-2 – GLM-5.3-Flash (max)
MetricTerminus-2 – Gemini 3.1 Flash-Lite (low)Terminus-2 – GLM-5.3-Flash (max)
Geospatial Agent Index49 (attempts per task: 3)56* (attempts per task: 1.2)
GeoAgentBench score5284
GeoBenchX score4632
Earth-Bench score4028
GeoAnalystBench score6079
Raster and remote sensing score4651
Vector and overlay score4664
Networks and routing score5360
Climate and time series score5652
Spatial statistics and interpolation score2938
Mapping and cartography score5043
Recognising infeasible requests score4830
Cost per task$0.012$0.042
Time per task1.0 min17.3 min
Tokens per attempt37k373k
Turns per attempt5.113.5
Attempts decided870342
Input price per 1M tokens$0.25$0.15
Output price per 1M tokens$1.50$0.50
Context window1,048,5761,048,576
Image inputYesYes
DeveloperGoogleZ.ai

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexTerminus-2 – GLM-5.3-Flash (max): 56* (partial coverage); Terminus-2 – Gemini 3.1 Flash-Lite (low): 49025507510056*GLM-5.3-Flash (max)49Gemini 3.1 Flash-Lite (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – GLM-5.3-Flash (max)Z.ai56* (attempts per task: 1.2)55 to 564 of 4342 of 870 planned attempts
Terminus-2 – Gemini 3.1 Flash-Lite (low)Google49 (attempts per task: 3)No pending judgements4 of 4870 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 (low): $0.012; Terminus-2 – GLM-5.3-Flash (max): $0.042 (partial coverage)$0$0.013$0.025$0.038$0.050$0.012Gemini 3.1 Flash-Lite (low)$0.042GLM-5.3-Flash (max)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemini 3.1 Flash-Lite (low)Google$0.012870 of 870 planned attempts
Terminus-2 – GLM-5.3-Flash (max)Z.ai$0.042347 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 (low): 1.0 min; Terminus-2 – GLM-5.3-Flash (max): 17.3 min (partial coverage)0m5m10m15m20m1.0 minGemini 3.1 Flash-Lite (low)17.3 minGLM-5.3-Flash (max)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemini 3.1 Flash-Lite (low)Google1.0 min870 of 870 planned attempts
Terminus-2 – GLM-5.3-Flash (max)Z.ai17.3 min347 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemini 3.1 Flash-Lite (low) or Terminus-2 – GLM-5.3-Flash (max)?
Terminus-2 – GLM-5.3-Flash (max), at 56 against 49 for Terminus-2 – Gemini 3.1 Flash-Lite (low). Terminus-2 – Gemini 3.1 Flash-Lite (low): 870 of 870 planned attempts. Terminus-2 – GLM-5.3-Flash (max): 342 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 (low) or Terminus-2 – GLM-5.3-Flash (max)?
Terminus-2 – Gemini 3.1 Flash-Lite (low), at $0.012 against $0.042 for Terminus-2 – GLM-5.3-Flash (max).
Which is faster per task, Terminus-2 – Gemini 3.1 Flash-Lite (low) or Terminus-2 – GLM-5.3-Flash (max)?
Terminus-2 – Gemini 3.1 Flash-Lite (low), at 1.0 min against 17.3 min for Terminus-2 – GLM-5.3-Flash (max).
Which has the larger context window, Terminus-2 – Gemini 3.1 Flash-Lite (low) or Terminus-2 – GLM-5.3-Flash (max)?
They are level, at 1,048,576 tokens.

More: Terminus-2 – Gemini 3.1 Flash-Lite (low) · Terminus-2 – GLM-5.3-Flash (max) · all comparisons