Axis Spatial

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

Comparison between Terminus-2 – Gemini 3.8 Flash (low) and Terminus-2 – GLM-5.3 (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 – Gemini 3.8 Flash (low) vs. Terminus-2 – GLM-5.3 (low)
MetricTerminus-2 – Gemini 3.8 Flash (low)Terminus-2 – GLM-5.3 (low)
Geospatial Agent Index64* (attempts per task: 2.9)64* (attempts per task: 1.8)
GeoAgentBench score9691
GeoBenchX score6143
Earth-Bench score3732
GeoAnalystBench score6389
Raster and remote sensing score6245
Vector and overlay score6361
Networks and routing score100100
Climate and time series score5144
Spatial statistics and interpolation score4331
Mapping and cartography score5367
Recognising infeasible requests score8338
Cost per task$0.115$0.326
Time per task2.7 min7.5 min
Tokens per attempt314k272k
Turns per attempt17.912.0
Attempts decided833513
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 (low): 64* (partial coverage)025507510064*Gemini 3.8 Flash (low)64*GLM-5.3 (low)
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 (low)Z.ai64* (attempts per task: 1.8)63 to 644 of 4513 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 (low): $0.326 (partial coverage)$0$0.100$0.200$0.300$0.400$0.115Gemini 3.8 Flash (low)$0.326GLM-5.3 (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-5.3 (low)Z.ai$0.326523 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 (low): 7.5 min (partial coverage)0m2m4m6m8m2.7 minGemini 3.8 Flash (low)7.5 minGLM-5.3 (low)
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 (low)Z.ai7.5 min523 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 (low)?
Terminus-2 – Gemini 3.8 Flash (low), at 64 against 64 for Terminus-2 – GLM-5.3 (low). Terminus-2 – Gemini 3.8 Flash (low): 833 of 1,167 planned attempts (74 excluded). Terminus-2 – GLM-5.3 (low): 513 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 (low)?
Terminus-2 – Gemini 3.8 Flash (low), at $0.115 against $0.326 for Terminus-2 – GLM-5.3 (low).
Which is faster per task, Terminus-2 – Gemini 3.8 Flash (low) or Terminus-2 – GLM-5.3 (low)?
Terminus-2 – Gemini 3.8 Flash (low), at 2.7 min against 7.5 min for Terminus-2 – GLM-5.3 (low).
Which has the larger context window, Terminus-2 – Gemini 3.8 Flash (low) or Terminus-2 – GLM-5.3 (low)?
They are level, at 1,048,576 tokens.

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