Axis Spatial

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

Comparison between Terminus-2 – Gemini 3.1 Flash-Lite (minimal) and Terminus-2 – GLM-5.3-Flash (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 3.1 Flash-Lite (minimal) vs. Terminus-2 – GLM-5.3-Flash (low)
MetricTerminus-2 – Gemini 3.1 Flash-Lite (minimal)Terminus-2 – GLM-5.3-Flash (low)
Geospatial Agent Index34* (attempts per task: 3)66* (attempts per task: 1.4)
GeoAgentBench score3395
GeoBenchX score4049
Earth-Bench score2827
GeoAnalystBench score3792
Raster and remote sensing score3061
Vector and overlay score2269
Networks and routing score0100
Climate and time series score4354
Spatial statistics and interpolation score1757
Mapping and cartography score3968
Recognising infeasible requests score5035
Cost per task$0.0056$0.028
Time per task0.5 min10.3 min
Tokens per attempt18k274k
Turns per attempt3.512.1
Attempts decided869380
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 (low): 66* (partial coverage); Terminus-2 – Gemini 3.1 Flash-Lite (minimal): 34* (partial coverage)025507510066*GLM-5.3-Flash (low)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 – GLM-5.3-Flash (low)Z.ai66* (attempts per task: 1.4)61 to 674 of 4380 of 870 planned attempts (4 excluded)
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 – GLM-5.3-Flash (low): $0.028 (partial coverage)$0$0.0075$0.015$0.022$0.030$0.0056Gemini 3.1 Flash-Lite (minimal)$0.028GLM-5.3-Flash (low)
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 – GLM-5.3-Flash (low)Z.ai$0.028414 of 870 planned attempts (4 excluded)

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 – GLM-5.3-Flash (low): 10.3 min (partial coverage)0m3m7m10m13m0.5 minGemini 3.1 Flash-Lite (minimal)10.3 minGLM-5.3-Flash (low)
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 – GLM-5.3-Flash (low)Z.ai10.3 min414 of 870 planned attempts (4 excluded)

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemini 3.1 Flash-Lite (minimal) or Terminus-2 – GLM-5.3-Flash (low)?
Terminus-2 – GLM-5.3-Flash (low), at 66 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 – GLM-5.3-Flash (low): 380 of 870 planned attempts (4 excluded). 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 – GLM-5.3-Flash (low)?
Terminus-2 – Gemini 3.1 Flash-Lite (minimal), at $0.0056 against $0.028 for Terminus-2 – GLM-5.3-Flash (low).
Which is faster per task, Terminus-2 – Gemini 3.1 Flash-Lite (minimal) or Terminus-2 – GLM-5.3-Flash (low)?
Terminus-2 – Gemini 3.1 Flash-Lite (minimal), at 0.5 min against 10.3 min for Terminus-2 – GLM-5.3-Flash (low).
Which has the larger context window, Terminus-2 – Gemini 3.1 Flash-Lite (minimal) or Terminus-2 – GLM-5.3-Flash (low)?
They are level, at 1,048,576 tokens.

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