Axis Spatial

Terminus-2 – GLM-5.2 (none) vs. Claude Code – Claude Sonnet 5.5 (medium): geospatial agent comparison

Comparison between Terminus-2 – GLM-5.2 (none) and Claude Code – Claude Sonnet 5.5 (medium) 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 (none) vs. Claude Code – Claude Sonnet 5.5 (medium)
MetricTerminus-2 – GLM-5.2 (none)Claude Code – Claude Sonnet 5.5 (medium)
Geospatial Agent Index69* (partial: 1.4 of 3 attempts)77* (partial: 2 of 3 attempts)
GeoAgentBench score9498
GeoBenchX score5166
Earth-Bench score5145
GeoAnalystBench score7997
Raster and remote sensing score7370
Vector and overlay score6981
Networks and routing score100100
Climate and time series score5865
Spatial statistics and interpolation score5879
Mapping and cartography score7578
Recognising infeasible requests score3359
Cost per task$0.103$0.052
Time per task2.9 min0.6 min
Tokens per attempt169k72k
Turns per attempt11.33.7
Attempts decided356500
Input price per 1M tokens$1.40$2.00
Output price per 1M tokens$4.40$10.00
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 Sonnet 5.5 (medium): 77* (partial coverage); Terminus-2 – GLM-5.2 (none): 69* (partial coverage)025507510077*Claude Sonnet 5.5 (medium)69*GLM-5.2 (none)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Claude Code – Claude Sonnet 5.5 (medium)Anthropic77* (partial: 2 of 3 attempts)67 to 774 of 4500 of 870 planned attempts (229 excluded)
Terminus-2 – GLM-5.2 (none)Z.ai69* (partial: 1.4 of 3 attempts)62 to 724 of 4356 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskClaude Code – Claude Sonnet 5.5 (medium): $0.052 (partial coverage); Terminus-2 – GLM-5.2 (none): $0.103 (partial coverage)$0$0.030$0.060$0.090$0.120$0.052Claude Sonnet 5.5 (medium)$0.103GLM-5.2 (none)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – GLM-5.2 (none)Z.ai$0.103408 of 870 planned attempts
Claude Code – Claude Sonnet 5.5 (medium)Anthropic$0.052568 of 870 planned attempts (229 excluded)

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskClaude Code – Claude Sonnet 5.5 (medium): 0.6 min (partial coverage); Terminus-2 – GLM-5.2 (none): 2.9 min (partial coverage)0m1m2m2m3m0.6 minClaude Sonnet 5.5 (medium)2.9 minGLM-5.2 (none)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – GLM-5.2 (none)Z.ai2.9 min408 of 870 planned attempts
Claude Code – Claude Sonnet 5.5 (medium)Anthropic0.6 min568 of 870 planned attempts (229 excluded)

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-5.2 (none) or Claude Code – Claude Sonnet 5.5 (medium)?
Claude Code – Claude Sonnet 5.5 (medium), at 77 against 69 for Terminus-2 – GLM-5.2 (none). Terminus-2 – GLM-5.2 (none): 356 of 870 planned attempts. Claude Code – Claude Sonnet 5.5 (medium): 500 of 870 planned attempts (229 excluded). Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – GLM-5.2 (none) or Claude Code – Claude Sonnet 5.5 (medium)?
Claude Code – Claude Sonnet 5.5 (medium), at $0.052 against $0.103 for Terminus-2 – GLM-5.2 (none).
Which is faster per task, Terminus-2 – GLM-5.2 (none) or Claude Code – Claude Sonnet 5.5 (medium)?
Claude Code – Claude Sonnet 5.5 (medium), at 0.6 min against 2.9 min for Terminus-2 – GLM-5.2 (none).
Which has the larger context window, Terminus-2 – GLM-5.2 (none) or Claude Code – Claude Sonnet 5.5 (medium)?
Not known yet: Claude Code – Claude Sonnet 5.5 (medium) has no context window data.

More: Terminus-2 – GLM-5.2 (none) · Claude Code – Claude Sonnet 5.5 (medium) · all comparisons