Axis Spatial

Terminus-2 – GLM-5.2 (high) vs. Terminus-2 – Qwen 3.8 27B (xhigh): geospatial agent comparison

Comparison between Terminus-2 – GLM-5.2 (high) 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-5.2 (high) vs. Terminus-2 – Qwen 3.8 27B (xhigh)
MetricTerminus-2 – GLM-5.2 (high)Terminus-2 – Qwen 3.8 27B (xhigh)
Geospatial Agent Index71* (partial: 1 of 3 attempts)62* (partial: 0.3 of 3 attempts)
GeoAgentBench score9660
GeoBenchX score52No data
Earth-Bench score3627
GeoAnalystBench score100100
Raster and remote sensing score6836
Vector and overlay score8178
Networks and routing score10067
Climate and time series score6143
Spatial statistics and interpolation score5962
Mapping and cartography score68100
Recognising infeasible requests score40No data
Cost per task$0.239$0.066
Time per task5.8 min19.8 min
Tokens per attempt329k90k
Turns per attempt12.18.2
Attempts decided273101
Input price per 1M tokens$1.40$0.45
Output price per 1M tokens$4.40$3.20
Context window262,144262,144
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-5.2 (high): 71* (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 62* (partial coverage)025507510071*GLM-5.2 (high)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-5.2 (high)Z.ai71* (partial: 1 of 3 attempts)65 to 724 of 4273 of 290 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-5.2 (high): $0.239$0$0.062$0.125$0.188$0.250$0.066Qwen 3.8 27B (xhigh)$0.239GLM-5.2 (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – GLM-5.2 (high)Z.ai$0.239290 of 290 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-5.2 (high): 5.8 min; Terminus-2 – Qwen 3.8 27B (xhigh): 19.8 min (partial coverage)0m5m10m15m20m5.8 minGLM-5.2 (high)19.8 minQwen 3.8 27B (xhigh)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – GLM-5.2 (high)Z.ai5.8 min290 of 290 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-5.2 (high) 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-5.2 (high): 273 of 290 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-5.2 (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Qwen 3.8 27B (xhigh), at $0.066 against $0.239 for Terminus-2 – GLM-5.2 (high).
Which is faster per task, Terminus-2 – GLM-5.2 (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – GLM-5.2 (high), at 5.8 min against 19.8 min for Terminus-2 – Qwen 3.8 27B (xhigh).
Which has the larger context window, Terminus-2 – GLM-5.2 (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
They are level, at 262,144 tokens.

More: Terminus-2 – GLM-5.2 (high) · Terminus-2 – Qwen 3.8 27B (xhigh) · all comparisons