Axis Spatial

Terminus-2 – DeepSeek V4 Flash (high) vs. Terminus-2 – GLM-5.3-Flash (low): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Flash (high) and Terminus-2 – GLM-5.3-Flash (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 – DeepSeek V4 Flash (high) vs. Terminus-2 – GLM-5.3-Flash (low)
MetricTerminus-2 – DeepSeek V4 Flash (high)Terminus-2 – GLM-5.3-Flash (low)
Geospatial Agent Index70*66* (partial: 1.1 of 3 attempts)
GeoAgentBench score9594
GeoBenchX score5447
Earth-Bench score3727
GeoAnalystBench score9394
Raster and remote sensing score6661
Vector and overlay score7269
Networks and routing score87100
Climate and time series score5854
Spatial statistics and interpolation score5848
Mapping and cartography score7667
Recognising infeasible requests score4035
Cost per task$0.067$0.028
Time per task9.7 min9.8 min
Tokens per attempt312k278k
Turns per attempt14.312.1
Attempts decided860288
Input price per 1M tokens$0.44$0.15
Output price per 1M tokens$1.32$0.50
Context window1,048,5761,048,576
Image inputNoYes
DeveloperDeepSeekZ.ai

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexTerminus-2 – DeepSeek V4 Flash (high): 70* (partial coverage); Terminus-2 – GLM-5.3-Flash (low): 66* (partial coverage)025507510070*DeepSeek V4 Flash (high)66*GLM-5.3-Flash (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek70*70 to 714 of 4860 of 870 planned 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)

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – GLM-5.3-Flash (low): $0.028 (partial coverage); Terminus-2 – DeepSeek V4 Flash (high): $0.067 (partial coverage)$0$0.020$0.040$0.060$0.080$0.028GLM-5.3-Flash (low)$0.067DeepSeek V4 Flash (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek$0.067869 of 870 planned attempts
Terminus-2 – GLM-5.3-Flash (low)Z.ai$0.028325 of 870 planned attempts (3 excluded)

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – DeepSeek V4 Flash (high): 9.7 min (partial coverage); Terminus-2 – GLM-5.3-Flash (low): 9.8 min (partial coverage)0m2m5m8m10m9.7 minDeepSeek V4 Flash (high)9.8 minGLM-5.3-Flash (low)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek9.7 min869 of 870 planned attempts
Terminus-2 – GLM-5.3-Flash (low)Z.ai9.8 min325 of 870 planned attempts (3 excluded)

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – GLM-5.3-Flash (low)?
Terminus-2 – DeepSeek V4 Flash (high), at 70 against 66 for Terminus-2 – GLM-5.3-Flash (low). Terminus-2 – DeepSeek V4 Flash (high): 860 of 870 planned attempts. Terminus-2 – GLM-5.3-Flash (low): 288 of 870 planned attempts (3 excluded). 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-5.3-Flash (low)?
Terminus-2 – GLM-5.3-Flash (low), at $0.028 against $0.067 for Terminus-2 – DeepSeek V4 Flash (high).
Which is faster per task, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – GLM-5.3-Flash (low)?
Terminus-2 – DeepSeek V4 Flash (high), at 9.7 min against 9.8 min for Terminus-2 – GLM-5.3-Flash (low).
Which has the larger context window, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – GLM-5.3-Flash (low)?
They are level, at 1,048,576 tokens.

More: Terminus-2 – DeepSeek V4 Flash (high) · Terminus-2 – GLM-5.3-Flash (low) · all comparisons