Axis Spatial

Terminus-2 – Kimi K3 (always on) vs. Terminus-2 – Qwen 3.8 27B (xhigh): geospatial agent comparison

Comparison between Terminus-2 – Kimi K3 (always 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 – Kimi K3 (always on) vs. Terminus-2 – Qwen 3.8 27B (xhigh)
MetricTerminus-2 – Kimi K3 (always on)Terminus-2 – Qwen 3.8 27B (xhigh)
Geospatial Agent Index58*28* (partial: attempt 1 on 36 of 320 tasks)
Earth-Bench V2 score6128
GeoBenchX score55No data
GeoAgentBench score (guided GIS workflow; outside the index)9458
GeoAnalystBench score (guided GIS workflow; outside the index)8980
Raster and remote sensing score5925
Vector and overlay score33No data
Networks and routing scoreNo dataNo data
Climate and time series score6633
Spatial statistics and interpolation score50No data
Mapping and cartography score78No data
Recognising infeasible requests score38No data
Cost per task$0.336$0.051
Time per task3.9 min21.1 min
Tokens per attempt76k60k
Turns per attempt7.76.8
Attempts decided32036
Input price per 1M tokens$3.00$0.45
Output price per 1M tokens$15.00$3.20
Context window1,000,000262,144
Image inputYesYes
DeveloperMoonshot AIAlibaba (Qwen)

Charts

Partial coverage. Terminus-2 – Qwen 3.8 27B (xhigh): 36 of 147 Earth-Bench V2 tasks; 0 of 173 GeoBenchX tasks. Grey placeholders identify these entries in the index, cost and time charts; their height does not represent a value. Comparable bars appear when first-attempt coverage is complete. Their available results remain in the side-by-side table.

Geospatial Agent Index

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

  • Planned attempts still to come
Geospatial Agent IndexTerminus-2 – Kimi K3 (always on): 58* (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): Partial025507510058*Kimi K3 (always on)PartialQwen 3.8 27B (xhigh)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelCreatorGeospatial Agent IndexRange while attempts are pendingBenchmarks coveredCoverage (attempts)
Terminus-2 – Kimi K3 (always on)Moonshot AI58*No pending judgements; coverage incomplete; 1 trace review declined by the judge2 of 2320 of 614 planned attempts

Cost per task

Average cost per task (USD) · Lower is better

  • Planned attempts still to come
Cost per taskTerminus-2 – Kimi K3 (always on): $0.336 (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): Partial$0$0.100$0.200$0.300$0.400$0.336Kimi K3 (always on)PartialQwen 3.8 27B (xhigh)
How to read this chart

Not shown: partial coverage. Terminus-2 – Qwen 3.8 27B (xhigh).

Data table: Cost per task
Cost per task
ModelCreatorCost per taskCoverage (attempts)
Terminus-2 – Kimi K3 (always on)Moonshot AI$0.336320 of 614 planned attempts

Time per task

Average agent wall time per task · Lower is better

  • Planned attempts still to come
Time per taskTerminus-2 – Kimi K3 (always on): 3.9 min (partial coverage); Terminus-2 – Qwen 3.8 27B (xhigh): Partial0m1m2m3m4m3.9 minKimi K3 (always on)PartialQwen 3.8 27B (xhigh)
How to read this chart

Not shown: partial coverage. Terminus-2 – Qwen 3.8 27B (xhigh).

Data table: Time per task
Time per task
ModelCreatorTime per taskCoverage (attempts)
Terminus-2 – Kimi K3 (always on)Moonshot AI3.9 min320 of 614 planned attempts

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Terminus-2 – Kimi K3 (always on) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Not comparable yet: Terminus-2 – Qwen 3.8 27B (xhigh) has partial coverage (36 of 147 Earth-Bench V2 tasks; 0 of 173 GeoBenchX tasks), so it is not ranked. Terminus-2 – Kimi K3 (always on): 320 of 614 planned attempts. Terminus-2 – Qwen 3.8 27B (xhigh): 36 of 614 planned attempts. Coverage is partial; scores can change as more attempts are decided.
Which is cheaper per task, Terminus-2 – Kimi K3 (always on) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Qwen 3.8 27B (xhigh), at $0.051 against $0.336 for Terminus-2 – Kimi K3 (always on).
Which is faster per task, Terminus-2 – Kimi K3 (always on) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Kimi K3 (always on), at 3.9 min against 21.1 min for Terminus-2 – Qwen 3.8 27B (xhigh).
Which has the larger context window, Terminus-2 – Kimi K3 (always on) or Terminus-2 – Qwen 3.8 27B (xhigh)?
Terminus-2 – Kimi K3 (always on), at 1,000,000 tokens against 262,144 tokens for Terminus-2 – Qwen 3.8 27B (xhigh).

More: Terminus-2 – Kimi K3 (always on) · Terminus-2 – Qwen 3.8 27B (xhigh) · all comparisons