Axis Spatial

Terminus-2 – DeepSeek V4 Flash (high) vs. Terminus-2 – GLM-4.7-Flash (thinking on): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Flash (high) and Terminus-2 – GLM-4.7-Flash (thinking 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 – DeepSeek V4 Flash (high) vs. Terminus-2 – GLM-4.7-Flash (thinking on)
MetricTerminus-2 – DeepSeek V4 Flash (high)Terminus-2 – GLM-4.7-Flash (thinking on)
Geospatial Agent Index71*41*
GeoAgentBench score9636
GeoBenchX score4739
Earth-Bench score4245
GeoAnalystBench score10042
Raster and remote sensing score6736
Vector and overlay score7536
Networks and routing score10020
Climate and time series score6755
Spatial statistics and interpolation score7340
Mapping and cartography score7554
Recognising infeasible requests score3736
Cost per task$0.059$0.027
Time per task9.8 min10.0 min
Tokens per attempt296k357k
Turns per attempt14.216.6
Attempts decided181176
Input price per 1M tokens$0.44$0.06
Output price per 1M tokens$1.32$0.40
Context window1,048,576131,072
Image inputNoNo
DeveloperDeepSeekZ.ai

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 – DeepSeek V4 Flash (high): 71* (partial coverage); Terminus-2 – GLM-4.7-Flash (thinking on): 41* (partial coverage)025507510071*DeepSeek V4 Flash (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 – DeepSeek V4 Flash (high)DeepSeek71*No pending judgements; coverage incomplete4 of 4181 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 – GLM-4.7-Flash (thinking on): $0.027 (partial coverage); Terminus-2 – DeepSeek V4 Flash (high): $0.059 (partial coverage)$0$0.015$0.030$0.045$0.060$0.027GLM-4.7-Flash (thinking on)$0.059DeepSeek V4 Flash (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek$0.059181 of 870 planned attempts
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai$0.027176 of 870 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – DeepSeek V4 Flash (high): 9.8 min (partial coverage); Terminus-2 – GLM-4.7-Flash (thinking on): 10.0 min (partial coverage)0m3m7m10m13m9.8 minDeepSeek V4 Flash (high)10.0 minGLM-4.7-Flash (thinking on)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek9.8 min181 of 870 planned attempts
Terminus-2 – GLM-4.7-Flash (thinking on)Z.ai10.0 min176 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – DeepSeek V4 Flash (high), at 71 against 41 for Terminus-2 – GLM-4.7-Flash (thinking on). Terminus-2 – DeepSeek V4 Flash (high): 181 of 870 planned attempts. Terminus-2 – GLM-4.7-Flash (thinking on): 176 of 870 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – GLM-4.7-Flash (thinking on), at $0.027 against $0.059 for Terminus-2 – DeepSeek V4 Flash (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – DeepSeek V4 Flash (high), at 9.8 min against 10.0 min for Terminus-2 – GLM-4.7-Flash (thinking on).
Which has the larger context window, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – GLM-4.7-Flash (thinking on)?
Terminus-2 – DeepSeek V4 Flash (high), at 1,048,576 tokens against 131,072 tokens for Terminus-2 – GLM-4.7-Flash (thinking on).

More: Terminus-2 – DeepSeek V4 Flash (high) · Terminus-2 – GLM-4.7-Flash (thinking on) · all comparisons