Axis Spatial

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

Comparison between Terminus-2 – GLM-4.7-Flash (thinking on) 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 (thinking on) vs. Terminus-2 – gpt-oss-120b (high)
MetricTerminus-2 – GLM-4.7-Flash (thinking on)Terminus-2 – gpt-oss-120b (high)
Geospatial Agent Index41*52*
GeoAgentBench score3670
GeoBenchX score3941
Earth-Bench score4545
GeoAnalystBench score4253
Raster and remote sensing score3652
Vector and overlay score3656
Networks and routing score20100
Climate and time series score5560
Spatial statistics and interpolation score4029
Mapping and cartography score5440
Recognising infeasible requests score3646
Cost per task$0.027$0.025
Time per task10.0 min4.4 min
Tokens per attempt357k58k
Turns per attempt16.65.4
Attempts decided176320
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): 52* (partial coverage); Terminus-2 – GLM-4.7-Flash (thinking on): 41* (partial coverage)025507510052*gpt-oss-120b (high)41*GLM-4.7-Flash (thinking on)
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)OpenAI52*52 to 524 of 4320 of 870 planned attempts
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai41*No pending judgements; coverage incomplete4 of 4176 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – gpt-oss-120b (high): $0.025 (partial coverage); Terminus-2 – GLM-4.7-Flash (thinking on): $0.027 (partial coverage)$0$0.0075$0.015$0.022$0.030$0.025gpt-oss-120b (high)$0.027GLM-4.7-Flash (thinking on)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai$0.027176 of 870 planned attempts
Terminus-2 – gpt-oss-120b (high)OpenAI$0.025321 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): 4.4 min (partial coverage); Terminus-2 – GLM-4.7-Flash (thinking on): 10.0 min (partial coverage)0m3m7m10m13m4.4 mingpt-oss-120b (high)10.0 minGLM-4.7-Flash (thinking on)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai10.0 min176 of 870 planned attempts
Terminus-2 – gpt-oss-120b (high)OpenAI4.4 min321 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-4.7-Flash (thinking on) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – gpt-oss-120b (high), at 52 against 41 for Terminus-2 – GLM-4.7-Flash (thinking on). Terminus-2 – GLM-4.7-Flash (thinking on): 176 of 870 planned attempts. Terminus-2 – gpt-oss-120b (high): 320 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 (thinking on) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – gpt-oss-120b (high), at $0.025 against $0.027 for Terminus-2 – GLM-4.7-Flash (thinking on).
Which is faster per task, Terminus-2 – GLM-4.7-Flash (thinking on) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – gpt-oss-120b (high), at 4.4 min against 10.0 min for Terminus-2 – GLM-4.7-Flash (thinking on).
Which has the larger context window, Terminus-2 – GLM-4.7-Flash (thinking on) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – GLM-4.7-Flash (thinking on), at 131,072 tokens against 128,000 tokens for Terminus-2 – gpt-oss-120b (high).

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