Axis Spatial

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

Comparison between Terminus-2 – GLM-4.7-Flash (thinking on) and Terminus-2 – gpt-oss-120b (low) 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 (low)
MetricTerminus-2 – GLM-4.7-Flash (thinking on)Terminus-2 – gpt-oss-120b (low)
Geospatial Agent Index4037
GeoAgentBench score4353
GeoBenchX score3931
Earth-Bench score3522
GeoAnalystBench score4242
Raster and remote sensing score3635
Vector and overlay score4631
Networks and routing score3360
Climate and time series score4442
Spatial statistics and interpolation score2922
Mapping and cartography score5019
Recognising infeasible requests score3346
Cost per task$0.030$0.0088
Time per task9.2 min1.0 min
Tokens per attempt419k23k
Turns per attempt17.93.4
Attempts decided870870
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

Geospatial Agent Index

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

Geospatial Agent IndexTerminus-2 – GLM-4.7-Flash (thinking on): 40; Terminus-2 – gpt-oss-120b (low): 37025507510040GLM-4.7-Flash (thinking on)37gpt-oss-120b (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai40No pending judgements4 of 4870 of 870 planned attempts
Terminus-2 – gpt-oss-120b (low)OpenAI37No pending judgements4 of 4870 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskTerminus-2 – gpt-oss-120b (low): $0.0088; Terminus-2 – GLM-4.7-Flash (thinking on): $0.030$0$0.010$0.020$0.030$0.040$0.0088gpt-oss-120b (low)$0.030GLM-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$0.030870 of 870 planned attempts
Terminus-2 – gpt-oss-120b (low)OpenAI$0.0088870 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

Time per taskTerminus-2 – gpt-oss-120b (low): 1.0 min; Terminus-2 – GLM-4.7-Flash (thinking on): 9.2 min0m2m5m8m10m1.0 mingpt-oss-120b (low)9.2 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.ai9.2 min870 of 870 planned attempts
Terminus-2 – gpt-oss-120b (low)OpenAI1.0 min870 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 (low)?
Terminus-2 – GLM-4.7-Flash (thinking on), at 40 against 37 for Terminus-2 – gpt-oss-120b (low). Terminus-2 – GLM-4.7-Flash (thinking on): 870 of 870 planned attempts. Terminus-2 – gpt-oss-120b (low): 870 of 870 planned attempts.
Which is cheaper per task, Terminus-2 – GLM-4.7-Flash (thinking on) or Terminus-2 – gpt-oss-120b (low)?
Terminus-2 – gpt-oss-120b (low), at $0.0088 against $0.030 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 (low)?
Terminus-2 – gpt-oss-120b (low), at 1.0 min against 9.2 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 (low)?
Terminus-2 – GLM-4.7-Flash (thinking on), at 131,072 tokens against 128,000 tokens for Terminus-2 – gpt-oss-120b (low).

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