Axis Spatial

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

Comparison between Terminus-2 – Gemini 3.8 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 – Gemini 3.8 Flash (high) vs. Terminus-2 – Qwen 3.8 27B (xhigh)
MetricTerminus-2 – Gemini 3.8 Flash (high)Terminus-2 – Qwen 3.8 27B (xhigh)
Geospatial Agent Index39* (attempts per task: 2.9)55* (attempts per task: 1 on 89 of 290 tasks so far)
GeoAgentBench score5858
GeoBenchX score40No data
Earth-Bench score2828
GeoAnalystBench score3280
Raster and remote sensing score3737
Vector and overlay score4467
Networks and routing score8067
Climate and time series score2650
Spatial statistics and interpolation score1750
Mapping and cartography score25100
Recognising infeasible requests score67No data
Cost per task$0.308$0.063
Time per task8.2 min19.1 min
Tokens per attempt982k87k
Turns per attempt32.48.1
Attempts decided27889
Input price per 1M tokens$0.75$0.45
Output price per 1M tokens$3.75$3.20
Context window1,048,576262,144
Image inputYesYes
DeveloperGoogleAlibaba (Qwen)

Charts

Geospatial Agent Index

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

  • Partial coverage
Geospatial Agent IndexTerminus-2 – Gemini 3.8 Flash (high): 39* (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 55* (partial coverage)025507510039*Gemini 3.8 Flash (high)55*Qwen 3.8 27B (xhigh)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – Gemini 3.8 Flash (high)Google39* (attempts per task: 2.9)13 to 804 of 4278 of 1,167 planned attempts (1 excluded)
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)55* (attempts per task: 1 on 89 of 290 tasks so far)No pending judgements; coverage incomplete3 of 489 of 1,167 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Partial coverage
Cost per taskTerminus-2 – Qwen 3.8 27B (xhigh): $0.063 (partial coverage); Terminus-2 – Gemini 3.8 Flash (high): $0.308 (partial coverage)$0$0.100$0.200$0.300$0.400$0.063Qwen 3.8 27B (xhigh)$0.308Gemini 3.8 Flash (high)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemini 3.8 Flash (high)Google$0.308835 of 1,167 planned attempts (1 excluded)
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)$0.06389 of 1,167 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Partial coverage
Time per taskTerminus-2 – Gemini 3.8 Flash (high): 8.2 min (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 19.1 min (partial coverage)0m5m10m15m20m8.2 minGemini 3.8 Flash (high)19.1 minQwen 3.8 27B (xhigh)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemini 3.8 Flash (high)Google8.2 min835 of 1,167 planned attempts (1 excluded)
Terminus-2 – Qwen 3.8 27B (xhigh)Alibaba (Qwen)19.1 min89 of 1,167 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Gemini 3.8 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 – Gemini 3.8 Flash (high): 278 of 1,167 planned attempts (1 excluded). Terminus-2 – Qwen 3.8 27B (xhigh): 89 of 1,167 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Qwen 3.8 27B (xhigh), at $0.063 against $0.308 for Terminus-2 – Gemini 3.8 Flash (high).
Which is faster per task, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Gemini 3.8 Flash (high), at 8.2 min against 19.1 min for Terminus-2 – Qwen 3.8 27B (xhigh).
Which has the larger context window, Terminus-2 – Gemini 3.8 Flash (high) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Gemini 3.8 Flash (high), at 1,048,576 tokens against 262,144 tokens for Terminus-2 – Qwen 3.8 27B (xhigh).

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