Axis Spatial

Terminus-2 – GLM-5.2 (high) vs. Claude Code – Claude Opus 5.5 (xhigh): geospatial agent comparison

Comparison between Terminus-2 – GLM-5.2 (high) 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-5.2 (high) vs. Claude Code – Claude Opus 5.5 (xhigh)
MetricTerminus-2 – GLM-5.2 (high)Claude Code – Claude Opus 5.5 (xhigh)
Geospatial Agent Index71* (partial: 1 of 3 attempts)82 (partial: 1 of 3 attempts)
GeoAgentBench score9698
GeoBenchX score5269
Earth-Bench score3662
GeoAnalystBench score100100
Raster and remote sensing score6883
Vector and overlay score8189
Networks and routing score100100
Climate and time series score6175
Spatial statistics and interpolation score5971
Mapping and cartography score6877
Recognising infeasible requests score4062
Cost per task$0.239$0.375
Time per task5.8 min2.1 min
Tokens per attempt329k266k
Turns per attempt12.18.7
Attempts decided273290
Input price per 1M tokens$1.40$4.00
Output price per 1M tokens$4.40$20.00
Context window262,144No 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-5.2 (high): 71* (partial coverage)025507510082Claude Opus 5.5 (xhigh)71*GLM-5.2 (high)
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-5.2 (high)Z.ai71* (partial: 1 of 3 attempts)65 to 724 of 4273 of 290 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskTerminus-2 – GLM-5.2 (high): $0.239; Claude Code – Claude Opus 5.5 (xhigh): $0.375$0$0.100$0.200$0.300$0.400$0.239GLM-5.2 (high)$0.375Claude Opus 5.5 (xhigh)
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
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

Time per taskClaude Code – Claude Opus 5.5 (xhigh): 2.1 min; Terminus-2 – GLM-5.2 (high): 5.8 min0m2m3m5m7m2.1 minClaude Opus 5.5 (xhigh)5.8 minGLM-5.2 (high)
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
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-5.2 (high) or Claude Code – Claude Opus 5.5 (xhigh)?
Claude Code – Claude Opus 5.5 (xhigh), at 82 against 71 for Terminus-2 – GLM-5.2 (high). Terminus-2 – GLM-5.2 (high): 273 of 290 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-5.2 (high) or Claude Code – Claude Opus 5.5 (xhigh)?
Terminus-2 – GLM-5.2 (high), at $0.239 against $0.375 for Claude Code – Claude Opus 5.5 (xhigh).
Which is faster per task, Terminus-2 – GLM-5.2 (high) or Claude Code – Claude Opus 5.5 (xhigh)?
Claude Code – Claude Opus 5.5 (xhigh), at 2.1 min against 5.8 min for Terminus-2 – GLM-5.2 (high).
Which has the larger context window, Terminus-2 – GLM-5.2 (high) 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-5.2 (high) · Claude Code – Claude Opus 5.5 (xhigh) · all comparisons