Axis Spatial

Terminus-2 – GLM-4.7-Flash (Reasoning) vs. Terminus-2 – gpt-oss-120b (high): geospatial agent comparison

Comparison between Terminus-2 – GLM-4.7-Flash (Reasoning) and Terminus-2 – gpt-oss-120b (high) 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-4.7-Flash (Reasoning) vs. Terminus-2 – gpt-oss-120b (high)
MetricTerminus-2 – GLM-4.7-Flash (Reasoning)Terminus-2 – gpt-oss-120b (high)
Geospatial Agent Index43*53*
GeoAgentBench score3670
GeoBenchX score4642
Earth-Bench score4846
GeoAnalystBench score4253
Raster and remote sensing score3952
Vector and overlay score3656
Networks and routing score20100
Climate and time series score5462
Spatial statistics and interpolation score4630
Mapping and cartography score5843
Recognising infeasible requests score3647
Cost per task$0.025$0.026
Time per task9.5 min4.6 min
Tokens per attempt332k59k
Turns per attempt15.85.3
Attempts decided143249
Input price per 1M tokens$0.06$0.35
Output price per 1M tokens$0.40$0.75
Context window131,072128,000
Image inputNoNo
DeveloperZ.aiOpenAI

Charts

Axis Spatial Geospatial Agent Index

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

  • Partial coverage
Axis Spatial Geospatial Agent IndexTerminus-2 – gpt-oss-120b (high): 53* (partial coverage); Terminus-2 – GLM-4.7-Flash (Reasoning): 43* (partial coverage)025507510053*gpt-oss-120b (high)43*GLM-4.7-Flash (Reasoning)
Data table: Axis Spatial Geospatial Agent Index
Axis Spatial Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – gpt-oss-120b (high)OpenAI53*No pending judgements; coverage incomplete4 of 4249 of 870 planned attempts
Terminus-2 – GLM-4.7-Flash (Reasoning)Z.ai43*43 to 444 of 4143 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – GLM-4.7-Flash (Reasoning): $0.025 (partial coverage); Terminus-2 – gpt-oss-120b (high): $0.026 (partial coverage)$0$0.0075$0.015$0.022$0.030$0.025GLM-4.7-Flash (Reasoning)$0.026gpt-oss-120b (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – GLM-4.7-Flash (Reasoning)Z.ai$0.025144 of 870 planned attempts
Terminus-2 – gpt-oss-120b (high)OpenAI$0.026249 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – gpt-oss-120b (high): 4.6 min (partial coverage); Terminus-2 – GLM-4.7-Flash (Reasoning): 9.5 min (partial coverage)0m2m5m8m10m4.6 mingpt-oss-120b (high)9.5 minGLM-4.7-Flash (Reasoning)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – GLM-4.7-Flash (Reasoning)Z.ai9.5 min144 of 870 planned attempts
Terminus-2 – gpt-oss-120b (high)OpenAI4.6 min249 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-4.7-Flash (Reasoning) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – gpt-oss-120b (high), at 53 against 43 for Terminus-2 – GLM-4.7-Flash (Reasoning). Terminus-2 – GLM-4.7-Flash (Reasoning): 143 of 870 planned attempts. Terminus-2 – gpt-oss-120b (high): 249 of 870 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – GLM-4.7-Flash (Reasoning) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – GLM-4.7-Flash (Reasoning), at $0.025 against $0.026 for Terminus-2 – gpt-oss-120b (high).
Which is faster per task, Terminus-2 – GLM-4.7-Flash (Reasoning) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – gpt-oss-120b (high), at 4.6 min against 9.5 min for Terminus-2 – GLM-4.7-Flash (Reasoning).
Which has the larger context window, Terminus-2 – GLM-4.7-Flash (Reasoning) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – GLM-4.7-Flash (Reasoning), at 131,072 tokens against 128,000 tokens for Terminus-2 – gpt-oss-120b (high).

More: Terminus-2 – GLM-4.7-Flash (Reasoning) · Terminus-2 – gpt-oss-120b (high) · all comparisons