Axis Spatial

DeepSeek V4 Pro (high), Terminus-2 vs. Mistral Large 3 (Non-reasoning), Terminus-2

DeepSeek V4 Pro (high), Terminus-2 against Mistral Large 3 (Non-reasoning), Terminus-2: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.

Side by side

DeepSeek V4 Pro (high), Terminus-2 vs. Mistral Large 3 (Non-reasoning), Terminus-2
MetricDeepSeek V4 Pro (high), Terminus-2Mistral Large 3 (Non-reasoning), Terminus-2
Geospatial Agent Index: Text only7033, not every task attempted yet
Geospatial Agent Index: Text + visionNo image inputStill to run: GS-QA2, Vision agents
Earth-Bench V2 score6831
GeoBenchX score6529
GS-QA2 score7739
Vision agents scoreNo image inputNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9646
GeoAnalystBench score (Guided workflows; not in the Agent Index)10047
Raster and remote sensing score7729
Vector and overlay score7341
Climate and time series score6634
Spatial statistics and interpolation score238
Mapping and cartography score8133
Recognising infeasible requests score6233
Cost per task$0.30$0.026
Time per task (at 100 output tokens/s)4.0 min1.1 min
Tokens per attempt242k43k
Turns per attempt13.95.2
Attempts scored488487
Input price per 1M tokens$1.32$0.50
Output price per 1M tokens$3.96$1.50
Context window1,048,576256,000
Image inputNoYes
DeveloperDeepSeekMistral AI

* 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. 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: DeepSeek V4 Pro (high), Terminus-2: 70; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked025507510070DeepSeek V4 Pro (high)Not yetrankedMistral Large 3 (Non-reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent IndexStatusEvaluations scoredTasks attempted
DeepSeek V4 Pro (high), Terminus-2DeepSeek70Complete3 of 3488 of 488 tasks

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: DeepSeek V4 Pro (high), Terminus-2: $0.30; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked$0$0.10$0.20$0.30$0.40$0.30DeepSeek V4 Pro (high)Not yetrankedMistral Large 3 (Non-reasoning)
How to read this chart

Not shown: not yet ranked. 1 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
DeepSeek V4 Pro (high), Terminus-2DeepSeek$0.30488 of 488 tasks

Output tokens per task

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

Output tokens per taskOutput tokens per task: DeepSeek V4 Pro (high), Terminus-2: 20k; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked05k10k15k20k20kDeepSeek V4 Pro (high)Not yetrankedMistral Large 3 (Non-reasoning)
How to read this chart

Not shown: not yet ranked. 1 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
DeepSeek V4 Pro (high), Terminus-2DeepSeek20k488 of 488 tasks

Frequently asked questions

Which scores higher on the Geospatial Agent Index, DeepSeek V4 Pro (high), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Not comparable yet: Mistral Large 3 (Non-reasoning), Terminus-2 is not yet ranked (220 of 221 GS-QA2 tasks attempted). DeepSeek V4 Pro (high), Terminus-2: 488 of 488 tasks attempted. Mistral Large 3 (Non-reasoning), Terminus-2: 487 of 488 tasks attempted. Scores can change as more tasks are attempted.
Which is cheaper per task, DeepSeek V4 Pro (high), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Mistral Large 3 (Non-reasoning), Terminus-2, $0.026 to $0.30.
Which writes fewer output tokens per task, DeepSeek V4 Pro (high), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Mistral Large 3 (Non-reasoning), Terminus-2, 4k to 20k.
Which has the larger context window, DeepSeek V4 Pro (high), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
DeepSeek V4 Pro (high), Terminus-2, 1,048,576 tokens to 256,000 tokens.

More: DeepSeek V4 Pro (high), Terminus-2 · Mistral Large 3 (Non-reasoning), Terminus-2 · All comparisons