Axis Spatial

Terminus-2 – DeepSeek V4 Flash (high) vs. Terminus-2 – Qwen 3.8 27B (xhigh): geospatial agent comparison

Comparison between Terminus-2 – DeepSeek V4 Flash (high) and Terminus-2 – Qwen 3.8 27B (xhigh) 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 – Qwen 3.8 27B (xhigh)
MetricTerminus-2 – DeepSeek V4 Flash (high)Terminus-2 – Qwen 3.8 27B (xhigh)
Geospatial Agent Index70*62*
GeoAgentBench score9660
GeoBenchX score44No data
Earth-Bench score4027
GeoAnalystBench score100100
Raster and remote sensing score6636
Vector and overlay score7378
Networks and routing score10067
Climate and time series score6743
Spatial statistics and interpolation score7362
Mapping and cartography score76100
Recognising infeasible requests score35No data
Cost per task$0.060$0.066
Time per task10.0 min19.8 min
Tokens per attempt300k90k
Turns per attempt14.28.2
Attempts decided169101
Input price per 1M tokens$0.44$0.45
Output price per 1M tokens$1.32$3.20
Context window1,048,576262,144
Image inputNoYes
DeveloperDeepSeekAlibaba (Qwen)

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): 70* (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 62* (partial coverage)025507510070*DeepSeek V4 Flash (high)62*Qwen 3.8 27B (xhigh)
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)DeepSeek70*70 to 704 of 4169 of 870 planned attempts
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)62*No pending judgements; coverage incomplete3 of 4101 of 870 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – DeepSeek V4 Flash (high): $0.060 (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): $0.066 (partial coverage)$0$0.020$0.040$0.060$0.080$0.060DeepSeek V4 Flash (high)$0.066Qwen 3.8 27B (xhigh)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek$0.060171 of 870 planned attempts
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)$0.066101 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): 10.0 min (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 19.8 min (partial coverage)0m5m10m15m20m10.0 minDeepSeek V4 Flash (high)19.8 minQwen 3.8 27B (xhigh)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – DeepSeek V4 Flash (high)DeepSeek10.0 min171 of 870 planned attempts
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)19.8 min101 of 870 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Not comparable yet: Terminus-2 – Qwen 3.8 27B (xhigh) has scores on 3 of 4 benchmarks, so it is not yet ranked. Terminus-2 – DeepSeek V4 Flash (high): 169 of 870 planned attempts. Terminus-2 – Qwen 3.8 27B (xhigh): 101 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 – Qwen 3.8 27B (xhigh)?
Terminus-2 – DeepSeek V4 Flash (high), at $0.060 against $0.066 for Terminus-2 – Qwen 3.8 27B (xhigh).
Which is faster per task, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – DeepSeek V4 Flash (high), at 10.0 min against 19.8 min for Terminus-2 – Qwen 3.8 27B (xhigh).
Which has the larger context window, Terminus-2 – DeepSeek V4 Flash (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – DeepSeek V4 Flash (high), at 1,048,576 tokens against 262,144 tokens for Terminus-2 – Qwen 3.8 27B (xhigh).

More: Terminus-2 – DeepSeek V4 Flash (high) · Terminus-2 – Qwen 3.8 27B (xhigh) · all comparisons