Axis Spatial

Terminus-2 – GLM-5.3 (low) vs. Terminus-2 – Kimi K2.7 Code (always on): geospatial agent comparison

Comparison between Terminus-2 – GLM-5.3 (low) and Terminus-2 – Kimi K2.7 Code (always on) 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 (low) vs. Terminus-2 – Kimi K2.7 Code (always on)
MetricTerminus-2 – GLM-5.3 (low)Terminus-2 – Kimi K2.7 Code (always on)
Geospatial Agent Index71* (partial: 0.9 of 3 attempts)74
GeoAgentBench score9591
GeoBenchX score5154
Earth-Bench score3862
GeoAnalystBench score10088
Raster and remote sensing score6574
Vector and overlay score7978
Networks and routing score10087
Climate and time series score6078
Spatial statistics and interpolation score5060
Mapping and cartography score7272
Recognising infeasible requests score3841
Cost per task$0.250$0.119
Time per task6.7 min6.5 min
Tokens per attempt205k290k
Turns per attempt10.714.1
Attempts decided238870
Input price per 1M tokens$1.40$0.95
Output price per 1M tokens$4.40$4.00
Context window1,048,576262,144
Image inputNoYes
DeveloperZ.aiMoonshot AI

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexTerminus-2 – Kimi K2.7 Code (always on): 74; Terminus-2 – GLM-5.3 (low): 71* (partial coverage)025507510074Kimi K2.7 Code (always on)71*GLM-5.3 (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – Kimi K2.7 Code (always on)Moonshot AI74No pending judgements4 of 4870 of 870 planned attempts
Terminus-2 – GLM-5.3 (low)Z.ai71* (partial: 0.9 of 3 attempts)61 to 724 of 4238 of 290 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – Kimi K2.7 Code (always on): $0.119; Terminus-2 – GLM-5.3 (low): $0.250 (partial coverage)$0$0.062$0.125$0.188$0.250$0.119Kimi K2.7 Code (always on)$0.250GLM-5.3 (low)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – GLM-5.3 (low)Z.ai$0.250258 of 290 planned attempts
Terminus-2 – Kimi K2.7 Code (always on)Moonshot AI$0.119870 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – Kimi K2.7 Code (always on): 6.5 min; Terminus-2 – GLM-5.3 (low): 6.7 min (partial coverage)0m2m3m5m7m6.5 minKimi K2.7 Code (always on)6.7 minGLM-5.3 (low)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – GLM-5.3 (low)Z.ai6.7 min258 of 290 planned attempts
Terminus-2 – Kimi K2.7 Code (always on)Moonshot AI6.5 min870 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-5.3 (low) or Terminus-2 – Kimi K2.7 Code (always on)?
Terminus-2 – Kimi K2.7 Code (always on), at 74 against 71 for Terminus-2 – GLM-5.3 (low). Terminus-2 – GLM-5.3 (low): 238 of 290 planned attempts. Terminus-2 – Kimi K2.7 Code (always on): 870 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 (low) or Terminus-2 – Kimi K2.7 Code (always on)?
Terminus-2 – Kimi K2.7 Code (always on), at $0.119 against $0.250 for Terminus-2 – GLM-5.3 (low).
Which is faster per task, Terminus-2 – GLM-5.3 (low) or Terminus-2 – Kimi K2.7 Code (always on)?
Terminus-2 – Kimi K2.7 Code (always on), at 6.5 min against 6.7 min for Terminus-2 – GLM-5.3 (low).
Which has the larger context window, Terminus-2 – GLM-5.3 (low) or Terminus-2 – Kimi K2.7 Code (always on)?
Terminus-2 – GLM-5.3 (low), at 1,048,576 tokens against 262,144 tokens for Terminus-2 – Kimi K2.7 Code (always on).

More: Terminus-2 – GLM-5.3 (low) · Terminus-2 – Kimi K2.7 Code (always on) · all comparisons