Axis Spatial

Terminus-2 – Gemma 4 26B A4B (thinking on) vs. Terminus-2 – GLM-5.3 (max, default): geospatial agent comparison

Comparison between Terminus-2 – Gemma 4 26B A4B (thinking on) 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 – Gemma 4 26B A4B (thinking on) vs. Terminus-2 – GLM-5.3 (max, default)
MetricTerminus-2 – Gemma 4 26B A4B (thinking on)Terminus-2 – GLM-5.3 (max, default)
Geospatial Agent Index6267* (partial: 1.1 of 3 attempts)
GeoAgentBench score8795
GeoBenchX score5352
Earth-Bench score3439
GeoAnalystBench score7284
Raster and remote sensing score5765
Vector and overlay score7475
Networks and routing score8780
Climate and time series score5056
Spatial statistics and interpolation score5767
Mapping and cartography score7166
Recognising infeasible requests score4342
Cost per task$0.016$0.363
Time per task7.0 min10.1 min
Tokens per attempt127k260k
Turns per attempt9.910.5
Attempts decided870310
Input price per 1M tokens$0.10$1.40
Output price per 1M tokens$0.30$4.40
Context window256,0001,048,576
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 – GLM-5.3 (max, default): 67* (partial coverage); Terminus-2 – Gemma 4 26B A4B (thinking on): 62025507510067*GLM-5.3 (max, default)62Gemma 4 26B A4B (thinking on)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – GLM-5.3 (max, default)Z.ai67* (partial: 1.1 of 3 attempts)66 to 684 of 4310 of 870 planned attempts
Terminus-2 – Gemma 4 26B A4B (thinking on)Google62No 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 – Gemma 4 26B A4B (thinking on): $0.016; Terminus-2 – GLM-5.3 (max, default): $0.363 (partial coverage)$0$0.100$0.200$0.300$0.400$0.016Gemma 4 26B A4B (thinking on)$0.363GLM-5.3 (max, default)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google$0.016870 of 870 planned attempts
Terminus-2 – GLM-5.3 (max, default)Z.ai$0.363320 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – Gemma 4 26B A4B (thinking on): 7.0 min; Terminus-2 – GLM-5.3 (max, default): 10.1 min (partial coverage)0m3m7m10m13m7.0 minGemma 4 26B A4B (thinking on)10.1 minGLM-5.3 (max, default)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google7.0 min870 of 870 planned attempts
Terminus-2 – GLM-5.3 (max, default)Z.ai10.1 min320 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemma 4 26B A4B (thinking on) or Terminus-2 – GLM-5.3 (max, default)?
Terminus-2 – GLM-5.3 (max, default), at 67 against 62 for Terminus-2 – Gemma 4 26B A4B (thinking on). Terminus-2 – Gemma 4 26B A4B (thinking on): 870 of 870 planned attempts. Terminus-2 – GLM-5.3 (max, default): 310 of 870 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Gemma 4 26B A4B (thinking on) or Terminus-2 – GLM-5.3 (max, default)?
Terminus-2 – Gemma 4 26B A4B (thinking on), at $0.016 against $0.363 for Terminus-2 – GLM-5.3 (max, default).
Which is faster per task, Terminus-2 – Gemma 4 26B A4B (thinking on) or Terminus-2 – GLM-5.3 (max, default)?
Terminus-2 – Gemma 4 26B A4B (thinking on), at 7.0 min against 10.1 min for Terminus-2 – GLM-5.3 (max, default).
Which has the larger context window, Terminus-2 – Gemma 4 26B A4B (thinking on) or Terminus-2 – GLM-5.3 (max, default)?
Terminus-2 – GLM-5.3 (max, default), at 1,048,576 tokens against 256,000 tokens for Terminus-2 – Gemma 4 26B A4B (thinking on).

More: Terminus-2 – Gemma 4 26B A4B (thinking on) · Terminus-2 – GLM-5.3 (max, default) · all comparisons