Axis Spatial

Terminus-2 – GLM-5.3-Flash (low) vs. Terminus-2 – gpt-oss-120b (high): geospatial agent comparison

Comparison between Terminus-2 – GLM-5.3-Flash (low) 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-5.3-Flash (low) vs. Terminus-2 – gpt-oss-120b (high)
MetricTerminus-2 – GLM-5.3-Flash (low)Terminus-2 – gpt-oss-120b (high)
Geospatial Agent Index66* (partial: 1.1 of 3 attempts)52
GeoAgentBench score9475
GeoBenchX score4738
Earth-Bench score2744
GeoAnalystBench score9451
Raster and remote sensing score6154
Vector and overlay score6961
Networks and routing score10080
Climate and time series score5457
Spatial statistics and interpolation score4832
Mapping and cartography score6734
Recognising infeasible requests score3544
Cost per task$0.028$0.026
Time per task9.8 min4.6 min
Tokens per attempt278k60k
Turns per attempt12.15.2
Attempts decided288870
Input price per 1M tokens$0.15$0.35
Output price per 1M tokens$0.50$0.75
Context window1,048,576128,000
Image inputYesNo
DeveloperZ.aiOpenAI

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexTerminus-2 – GLM-5.3-Flash (low): 66* (partial coverage); Terminus-2 – gpt-oss-120b (high): 52025507510066*GLM-5.3-Flash (low)52gpt-oss-120b (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – GLM-5.3-Flash (low)Z.ai66* (partial: 1.1 of 3 attempts)59 to 674 of 4288 of 870 planned attempts (3 excluded)
Terminus-2 – gpt-oss-120b (high)OpenAI52No pending judgements4 of 4870 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): $0.026 (partial coverage); Terminus-2 – GLM-5.3-Flash (low): $0.028 (partial coverage)$0$0.0075$0.015$0.022$0.030$0.026gpt-oss-120b (high)$0.028GLM-5.3-Flash (low)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – GLM-5.3-Flash (low)Z.ai$0.028325 of 870 planned attempts (3 excluded)
Terminus-2 – gpt-oss-120b (high)OpenAI$0.026869 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; Terminus-2 – GLM-5.3-Flash (low): 9.8 min (partial coverage)0m2m5m8m10m4.6 mingpt-oss-120b (high)9.8 minGLM-5.3-Flash (low)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – GLM-5.3-Flash (low)Z.ai9.8 min325 of 870 planned attempts (3 excluded)
Terminus-2 – gpt-oss-120b (high)OpenAI4.6 min870 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – GLM-5.3-Flash (low) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – GLM-5.3-Flash (low), at 66 against 52 for Terminus-2 – gpt-oss-120b (high). Terminus-2 – GLM-5.3-Flash (low): 288 of 870 planned attempts (3 excluded). Terminus-2 – gpt-oss-120b (high): 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-Flash (low) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – gpt-oss-120b (high), at $0.026 against $0.028 for Terminus-2 – GLM-5.3-Flash (low).
Which is faster per task, Terminus-2 – GLM-5.3-Flash (low) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – gpt-oss-120b (high), at 4.6 min against 9.8 min for Terminus-2 – GLM-5.3-Flash (low).
Which has the larger context window, Terminus-2 – GLM-5.3-Flash (low) or Terminus-2 – gpt-oss-120b (high)?
Terminus-2 – GLM-5.3-Flash (low), at 1,048,576 tokens against 128,000 tokens for Terminus-2 – gpt-oss-120b (high).

More: Terminus-2 – GLM-5.3-Flash (low) · Terminus-2 – gpt-oss-120b (high) · all comparisons