Axis Spatial

Mistral Large 3 (Non-reasoning), Terminus-2 vs. Qwen 3.8 27B (xhigh), Terminus-2

Mistral Large 3 (Non-reasoning), Terminus-2 against Qwen 3.8 27B (xhigh), Terminus-2: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.

Side by side

Mistral Large 3 (Non-reasoning), Terminus-2 vs. Qwen 3.8 27B (xhigh), Terminus-2
MetricMistral Large 3 (Non-reasoning), Terminus-2Qwen 3.8 27B (xhigh), Terminus-2
Geospatial Agent Index: Text only33, not every task attempted yet37, not every task attempted yet (27 of 488 tasks attempted)
Geospatial Agent Index: Text + visionStill to run: GS-QA2, Vision agentsStill to run: Earth-Bench V2, GeoBenchX, GS-QA2, Vision agents
Earth-Bench V2 score3137
GeoBenchX score29No data
GS-QA2 score39No data
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)4660
GeoAnalystBench score (Guided workflows; not in the Agent Index)47100
Raster and remote sensing score2938
Vector and overlay score41No data
Climate and time series score3436
Spatial statistics and interpolation score8No data
Mapping and cartography score33No data
Recognising infeasible requests score33No data
Cost per task$0.026$0.055
Time per task (at 100 output tokens/s)1.1 min9.2 min
Tokens per attempt43k66k
Turns per attempt5.27.0
Attempts scored48727
Input price per 1M tokens$0.50$0.45
Output price per 1M tokens$1.50$3.20
Context window256,000262,144
Image inputYesYes
DeveloperMistral AIAlibaba (Qwen)

* Not every task attempted yet: the score may still change. What the asterisk means.

Charts

Not yet ranked. Mistral Large 3 (Non-reasoning), Terminus-2: 220 of 221 GS-QA2 tasks attempted; Qwen 3.8 27B (xhigh), Terminus-2: 27 of 117 Earth-Bench V2 tasks; GeoBenchX not started; GS-QA2 not started attempted. Grey placeholders mark these entries in the index, cost and output token charts; their height is not a value. Bars appear once every task has an attempt. Results so far are in the side-by-side table.

Geospatial Agent Index

Equal average of Earth-Bench V2, GeoBenchX and GS-QA2, 0 to 100 · Higher is better

Geospatial Agent IndexScores 0 to 100: Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked; Qwen 3.8 27B (xhigh), Terminus-2: Not yet ranked0255075100Not yetrankedMistral Large 3 (Non-reasoning)Not yetrankedQwen 3.8 27B (xhigh)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent IndexStatusEvaluations scoredTasks attempted

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked; Qwen 3.8 27B (xhigh), Terminus-2: Not yet ranked$0$0.25$0.50$0.75$1.00Not yetrankedMistral Large 3 (Non-reasoning)Not yetrankedQwen 3.8 27B (xhigh)
How to read this chart

Not shown: not yet ranked. 2 entries without an attempt on every index task. What is still to run is on the models page.

Data table: Cost per task
Cost per task
ModelDeveloperCost per taskTasks attempted

Output tokens per task

Average output tokens per attempt, reasoning included · Lower is better

Output tokens per taskOutput tokens per task: Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked; Qwen 3.8 27B (xhigh), Terminus-2: Not yet ranked00011Not yetrankedMistral Large 3 (Non-reasoning)Not yetrankedQwen 3.8 27B (xhigh)
How to read this chart

Not shown: not yet ranked. 2 entries without an attempt on every index task. What is still to run is on the models page.

Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per taskTasks attempted

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Mistral Large 3 (Non-reasoning), Terminus-2 or Qwen 3.8 27B (xhigh), Terminus-2?
Not comparable yet: Mistral Large 3 (Non-reasoning), Terminus-2 is not yet ranked (220 of 221 GS-QA2 tasks attempted) and Qwen 3.8 27B (xhigh), Terminus-2 is not yet ranked (27 of 117 Earth-Bench V2 tasks; GeoBenchX not started; GS-QA2 not started attempted). Mistral Large 3 (Non-reasoning), Terminus-2: 487 of 488 tasks attempted. Qwen 3.8 27B (xhigh), Terminus-2: 27 of 488 tasks attempted. Scores can change as more tasks are attempted.
Which is cheaper per task, Mistral Large 3 (Non-reasoning), Terminus-2 or Qwen 3.8 27B (xhigh), Terminus-2?
Mistral Large 3 (Non-reasoning), Terminus-2, $0.026 to $0.055.
Which writes fewer output tokens per task, Mistral Large 3 (Non-reasoning), Terminus-2 or Qwen 3.8 27B (xhigh), Terminus-2?
Mistral Large 3 (Non-reasoning), Terminus-2, 4k to 9k.
Which has the larger context window, Mistral Large 3 (Non-reasoning), Terminus-2 or Qwen 3.8 27B (xhigh), Terminus-2?
Qwen 3.8 27B (xhigh), Terminus-2, 262,144 tokens to 256,000 tokens.

More: Mistral Large 3 (Non-reasoning), Terminus-2 · Qwen 3.8 27B (xhigh), Terminus-2 · All comparisons