Axis Spatial

Terminus-2 – GLM-5.3 (max, default) vs. Terminus-2 – Qwen 3.8 27B (xhigh): geospatial agent comparison

Comparison between Terminus-2 – GLM-5.3 (max, default) and Terminus-2 – Qwen 3.8 27B (xhigh) 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 – GLM-5.3 (max, default) vs. Terminus-2 – Qwen 3.8 27B (xhigh)
MetricTerminus-2 – GLM-5.3 (max, default)Terminus-2 – Qwen 3.8 27B (xhigh)
Geospatial Agent Index67* (partial: 1.1 of 3 attempts)62* (partial: 0.3 of 3 attempts)
GeoAgentBench score9560
GeoBenchX score52No data
Earth-Bench score3927
GeoAnalystBench score84100
Raster and remote sensing score6536
Vector and overlay score7578
Networks and routing score8067
Climate and time series score5643
Spatial statistics and interpolation score6762
Mapping and cartography score66100
Recognising infeasible requests score42No data
Cost per task$0.363$0.066
Time per task10.1 min19.8 min
Tokens per attempt260k90k
Turns per attempt10.58.2
Attempts decided310101
Input price per 1M tokens$1.40$0.45
Output price per 1M tokens$4.40$3.20
Context window1,048,576262,144
Image inputNoYes
DeveloperZ.aiAlibaba (Qwen)

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 – Qwen 3.8 27B (xhigh): 62* (partial coverage)025507510067*GLM-5.3 (max, default)62*Qwen 3.8 27B (xhigh)
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 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)62* (partial: 0.3 of 3 attempts)No pending judgements; coverage incomplete3 of 4101 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – Qwen 3.8 27B (xhigh): $0.066 (partial coverage); Terminus-2 – GLM-5.3 (max, default): $0.363 (partial coverage)$0$0.100$0.200$0.300$0.400$0.066Qwen 3.8 27B (xhigh)$0.363GLM-5.3 (max, default)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – GLM-5.3 (max, default)Z.ai$0.363320 of 870 planned attempts
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)$0.066101 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – GLM-5.3 (max, default): 10.1 min (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 19.8 min (partial coverage)0m5m10m15m20m10.1 minGLM-5.3 (max, default)19.8 minQwen 3.8 27B (xhigh)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – GLM-5.3 (max, default)Z.ai10.1 min320 of 870 planned attempts
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)19.8 min101 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-5.3 (max, default) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Not comparable yet: Terminus-2 – Qwen 3.8 27B (xhigh) has scores on 3 of 4 benchmarks, so it is not yet ranked. Terminus-2 – GLM-5.3 (max, default): 310 of 870 planned attempts. Terminus-2 – Qwen 3.8 27B (xhigh): 101 of 870 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – GLM-5.3 (max, default) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Qwen 3.8 27B (xhigh), at $0.066 against $0.363 for Terminus-2 – GLM-5.3 (max, default).
Which is faster per task, Terminus-2 – GLM-5.3 (max, default) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – GLM-5.3 (max, default), at 10.1 min against 19.8 min for Terminus-2 – Qwen 3.8 27B (xhigh).
Which has the larger context window, Terminus-2 – GLM-5.3 (max, default) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – GLM-5.3 (max, default), at 1,048,576 tokens against 262,144 tokens for Terminus-2 – Qwen 3.8 27B (xhigh).

More: Terminus-2 – GLM-5.3 (max, default) · Terminus-2 – Qwen 3.8 27B (xhigh) · all comparisons