Axis Spatial

Terminus-2 – Gemma 4 26B A4B (thinking on) vs. Terminus-2 – Qwen 3.8 27B (xhigh): geospatial agent comparison

Comparison between Terminus-2 – Gemma 4 26B A4B (thinking on) 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 – Gemma 4 26B A4B (thinking on) vs. Terminus-2 – Qwen 3.8 27B (xhigh)
MetricTerminus-2 – Gemma 4 26B A4B (thinking on)Terminus-2 – Qwen 3.8 27B (xhigh)
Geospatial Agent Index61*62*
GeoAgentBench score8660
GeoBenchX score55No data
Earth-Bench score3427
GeoAnalystBench score68100
Raster and remote sensing score5336
Vector and overlay score7978
Networks and routing score10067
Climate and time series score5043
Spatial statistics and interpolation score7562
Mapping and cartography score83100
Recognising infeasible requests score44No data
Cost per task$0.014$0.066
Time per task11.7 min19.8 min
Tokens per attempt101k90k
Turns per attempt9.28.2
Attempts decided209101
Input price per 1M tokens$0.10$0.45
Output price per 1M tokens$0.30$3.20
Context window256,000262,144
Image inputYesYes
DeveloperGoogleAlibaba (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 – Gemma 4 26B A4B (thinking on): 61* (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 62* (partial coverage)025507510061*Gemma 4 26B A4B (thinking on)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 – Gemma 4 26B A4B (thinking on)Google61*61 to 614 of 4209 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 – Gemma 4 26B A4B (thinking on): $0.014 (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): $0.066 (partial coverage)$0$0.020$0.040$0.060$0.080$0.014Gemma 4 26B A4B (thinking on)$0.066Qwen 3.8 27B (xhigh)
Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google$0.014210 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 – Gemma 4 26B A4B (thinking on): 11.7 min (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): 19.8 min (partial coverage)0m5m10m15m20m11.7 minGemma 4 26B A4B (thinking on)19.8 minQwen 3.8 27B (xhigh)
Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Gemma 4 26B A4B (thinking on)Google11.7 min210 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 – Gemma 4 26B A4B (thinking on) 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 – Gemma 4 26B A4B (thinking on): 209 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 – Gemma 4 26B A4B (thinking on) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Gemma 4 26B A4B (thinking on), at $0.014 against $0.066 for Terminus-2 – Qwen 3.8 27B (xhigh).
Which is faster per task, Terminus-2 – Gemma 4 26B A4B (thinking on) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Gemma 4 26B A4B (thinking on), at 11.7 min against 19.8 min for Terminus-2 – Qwen 3.8 27B (xhigh).
Which has the larger context window, Terminus-2 – Gemma 4 26B A4B (thinking on) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Qwen 3.8 27B (xhigh), at 262,144 tokens against 256,000 tokens for Terminus-2 – Gemma 4 26B A4B (thinking on).

More: Terminus-2 – Gemma 4 26B A4B (thinking on) · Terminus-2 – Qwen 3.8 27B (xhigh) · all comparisons