Axis Spatial

Terminus-2 – GLM-5.3 (max, default) vs. Claude Code – Claude Opus 5.5 (xhigh): geospatial agent comparison

Comparison between Terminus-2 – GLM-5.3 (max, default) and Claude Code – Claude Opus 5.5 (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. Claude Code – Claude Opus 5.5 (xhigh)
MetricTerminus-2 – GLM-5.3 (max, default)Claude Code – Claude Opus 5.5 (xhigh)
Geospatial Agent Index67* (partial: 1.1 of 3 attempts)82 (partial: 1 of 3 attempts)
GeoAgentBench score9598
GeoBenchX score5269
Earth-Bench score3962
GeoAnalystBench score84100
Raster and remote sensing score6583
Vector and overlay score7589
Networks and routing score80100
Climate and time series score5675
Spatial statistics and interpolation score6771
Mapping and cartography score6677
Recognising infeasible requests score4262
Cost per task$0.363$0.375
Time per task10.1 min2.1 min
Tokens per attempt260k266k
Turns per attempt10.58.7
Attempts decided310290
Input price per 1M tokens$1.40$4.00
Output price per 1M tokens$4.40$20.00
Context window1,048,576No data
Image inputNoNo data
DeveloperZ.aiAnthropic

Charts

Geospatial Agent Index

Equal-weight average of the evaluation scores, 0 to 100 · Higher is better

  • Partial coverage
Geospatial Agent IndexClaude Code – Claude Opus 5.5 (xhigh): 82; Terminus-2 – GLM-5.3 (max, default): 67* (partial coverage)025507510082Claude Opus 5.5 (xhigh)67*GLM-5.3 (max, default)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Claude Code – Claude Opus 5.5 (xhigh)Anthropic82 (partial: 1 of 3 attempts)No pending judgements4 of 4290 of 290 planned 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

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – GLM-5.3 (max, default): $0.363 (partial coverage); Claude Code – Claude Opus 5.5 (xhigh): $0.375$0$0.100$0.200$0.300$0.400$0.363GLM-5.3 (max, default)$0.375Claude Opus 5.5 (xhigh)
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
Claude Code – Claude Opus 5.5 (xhigh)Anthropic$0.375290 of 290 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskClaude Code – Claude Opus 5.5 (xhigh): 2.1 min; Terminus-2 – GLM-5.3 (max, default): 10.1 min (partial coverage)0m3m7m10m13m2.1 minClaude Opus 5.5 (xhigh)10.1 minGLM-5.3 (max, default)
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
Claude Code – Claude Opus 5.5 (xhigh)Anthropic2.1 min290 of 290 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-5.3 (max, default) or Claude Code – Claude Opus 5.5 (xhigh)?
Claude Code – Claude Opus 5.5 (xhigh), at 82 against 67 for Terminus-2 – GLM-5.3 (max, default). Terminus-2 – GLM-5.3 (max, default): 310 of 870 planned attempts. Claude Code – Claude Opus 5.5 (xhigh): 290 of 290 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 Claude Code – Claude Opus 5.5 (xhigh)?
Terminus-2 – GLM-5.3 (max, default), at $0.363 against $0.375 for Claude Code – Claude Opus 5.5 (xhigh).
Which is faster per task, Terminus-2 – GLM-5.3 (max, default) or Claude Code – Claude Opus 5.5 (xhigh)?
Claude Code – Claude Opus 5.5 (xhigh), at 2.1 min against 10.1 min for Terminus-2 – GLM-5.3 (max, default).
Which has the larger context window, Terminus-2 – GLM-5.3 (max, default) or Claude Code – Claude Opus 5.5 (xhigh)?
Not known yet: Claude Code – Claude Opus 5.5 (xhigh) has no context window data.

More: Terminus-2 – GLM-5.3 (max, default) · Claude Code – Claude Opus 5.5 (xhigh) · all comparisons