Axis Spatial

Terminus-2 – Gemini 3.8 Flash (low) vs. Terminus-2 – GLM-5.3 (max, default): geospatial agent comparison

Comparison between Terminus-2 – Gemini 3.8 Flash (low) and Terminus-2 – GLM-5.3 (max, default) 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-5.3 (max, default)
MetricTerminus-2 – Gemini 3.8 Flash (low)Terminus-2 – GLM-5.3 (max, default)
Geospatial Agent Index64* (attempts per task: 2.9)64* (attempts per task: 1.8)
GeoAgentBench score9692
GeoBenchX score6142
Earth-Bench score3733
GeoAnalystBench score6387
Raster and remote sensing score6247
Vector and overlay score6369
Networks and routing score10080
Climate and time series score5143
Spatial statistics and interpolation score4335
Mapping and cartography score5362
Recognising infeasible requests score8338
Cost per task$0.115$0.434
Time per task2.7 min11.3 min
Tokens per attempt314k312k
Turns per attempt17.911.2
Attempts decided833463
Input price per 1M tokens$0.75$1.40
Output price per 1M tokens$3.75$4.40
Context window1,048,5761,048,576
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-5.3 (max, default): 64* (partial coverage)025507510064*Gemini 3.8 Flash (low)64*GLM-5.3 (max, default)
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-5.3 (max, default)Z.ai64* (attempts per task: 1.8)60 to 654 of 4463 of 1,167 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – Gemini 3.8 Flash (low): $0.115 (partial coverage); Terminus-2 – GLM-5.3 (max, default): $0.434 (partial coverage)$0$0.125$0.250$0.375$0.500$0.115Gemini 3.8 Flash (low)$0.434GLM-5.3 (max, default)
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-5.3 (max, default)Z.ai$0.434519 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-5.3 (max, default): 11.3 min (partial coverage)0m3m7m10m13m2.7 minGemini 3.8 Flash (low)11.3 minGLM-5.3 (max, default)
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-5.3 (max, default)Z.ai11.3 min519 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-5.3 (max, default)?
Terminus-2 – Gemini 3.8 Flash (low), at 64 against 64 for Terminus-2 – GLM-5.3 (max, default). Terminus-2 – Gemini 3.8 Flash (low): 833 of 1,167 planned attempts (74 excluded). Terminus-2 – GLM-5.3 (max, default): 463 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-5.3 (max, default)?
Terminus-2 – Gemini 3.8 Flash (low), at $0.115 against $0.434 for Terminus-2 – GLM-5.3 (max, default).
Which is faster per task, Terminus-2 – Gemini 3.8 Flash (low) or Terminus-2 – GLM-5.3 (max, default)?
Terminus-2 – Gemini 3.8 Flash (low), at 2.7 min against 11.3 min for Terminus-2 – GLM-5.3 (max, default).
Which has the larger context window, Terminus-2 – Gemini 3.8 Flash (low) or Terminus-2 – GLM-5.3 (max, default)?
They are level, at 1,048,576 tokens.

More: Terminus-2 – Gemini 3.8 Flash (low) · Terminus-2 – GLM-5.3 (max, default) · all comparisons