Axis Spatial

Terminus-2 – Gemini 3.8 Flash (low) vs. Terminus-2 – GLM-4.7-Flash (thinking on): geospatial agent comparison

Comparison between Terminus-2 – Gemini 3.8 Flash (low) and Terminus-2 – GLM-4.7-Flash (thinking 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 – Gemini 3.8 Flash (low) vs. Terminus-2 – GLM-4.7-Flash (thinking on)
MetricTerminus-2 – Gemini 3.8 Flash (low)Terminus-2 – GLM-4.7-Flash (thinking on)
Geospatial Agent Index64* (attempts per task: 2.9)33* (attempts per task: 3.6)
GeoAgentBench score9638
GeoBenchX score6132
Earth-Bench score3726
GeoAnalystBench score6337
Raster and remote sensing score6226
Vector and overlay score6344
Networks and routing score10020
Climate and time series score5131
Spatial statistics and interpolation score4321
Mapping and cartography score5337
Recognising infeasible requests score8333
Cost per task$0.115$0.033
Time per task2.7 min10.2 min
Tokens per attempt314k453k
Turns per attempt17.918.1
Attempts decided833483
Input price per 1M tokens$0.75$0.06
Output price per 1M tokens$3.75$0.40
Context window1,048,576131,072
Image inputYesNo
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 – Gemini 3.8 Flash (low): 64* (partial coverage); Terminus-2 – GLM-4.7-Flash (thinking on): 33* (partial coverage)025507510064*Gemini 3.8 Flash (low)33*GLM-4.7-Flash (thinking on)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – Gemini 3.8 Flash (low)Google64* (attempts per task: 2.9)No pending judgements; coverage incomplete4 of 4833 of 1,167 planned attempts (74 excluded)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai33* (attempts per task: 3.6)14 to 694 of 4483 of 1,167 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – GLM-4.7-Flash (thinking on): $0.033 (partial coverage); Terminus-2 – Gemini 3.8 Flash (low): $0.115 (partial coverage)$0$0.030$0.060$0.090$0.120$0.033GLM-4.7-Flash (thinking on)$0.115Gemini 3.8 Flash (low)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemini 3.8 Flash (low)Google$0.115833 of 1,167 planned attempts (74 excluded)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai$0.0331,045 of 1,167 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – Gemini 3.8 Flash (low): 2.7 min (partial coverage); Terminus-2 – GLM-4.7-Flash (thinking on): 10.2 min (partial coverage)0m3m7m10m13m2.7 minGemini 3.8 Flash (low)10.2 minGLM-4.7-Flash (thinking on)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemini 3.8 Flash (low)Google2.7 min833 of 1,167 planned attempts (74 excluded)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai10.2 min1,045 of 1,167 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemini 3.8 Flash (low) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – Gemini 3.8 Flash (low), at 64 against 33 for Terminus-2 – GLM-4.7-Flash (thinking on). Terminus-2 – Gemini 3.8 Flash (low): 833 of 1,167 planned attempts (74 excluded). Terminus-2 – GLM-4.7-Flash (thinking on): 483 of 1,167 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Gemini 3.8 Flash (low) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – GLM-4.7-Flash (thinking on), at $0.033 against $0.115 for Terminus-2 – Gemini 3.8 Flash (low).
Which is faster per task, Terminus-2 – Gemini 3.8 Flash (low) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – Gemini 3.8 Flash (low), at 2.7 min against 10.2 min for Terminus-2 – GLM-4.7-Flash (thinking on).
Which has the larger context window, Terminus-2 – Gemini 3.8 Flash (low) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – Gemini 3.8 Flash (low), at 1,048,576 tokens against 131,072 tokens for Terminus-2 – GLM-4.7-Flash (thinking on).

More: Terminus-2 – Gemini 3.8 Flash (low) · Terminus-2 – GLM-4.7-Flash (thinking on) · all comparisons