Axis Spatial

Gemini 3.1 Pro (preview) (low), Terminus-2 vs. Mistral Large 3 (Non-reasoning), Terminus-2

Gemini 3.1 Pro (preview) (low), 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

Gemini 3.1 Pro (preview) (low), Terminus-2 vs. Mistral Large 3 (Non-reasoning), Terminus-2
MetricGemini 3.1 Pro (preview) (low), Terminus-2Mistral Large 3 (Non-reasoning), Terminus-2
Geospatial Agent Index: Text only57, not every task attempted yet (177 of 488 tasks attempted)33, not every task attempted yet
Geospatial Agent Index: Text + visionStill to run: Earth-Bench V2, GS-QA2, Vision agentsStill to run: GS-QA2, Vision agents
Earth-Bench V2 score4131
GeoBenchX score7429
GS-QA2 scoreNo data39
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)8446
GeoAnalystBench score (Guided workflows; not in the Agent Index)7947
Raster and remote sensing score5529
Vector and overlay score8041
Climate and time series score4534
Spatial statistics and interpolation score468
Mapping and cartography score6033
Recognising infeasible requests score9333
Cost per task$0.057$0.026
Time per task (at 100 output tokens/s)0.5 min1.1 min
Tokens per attempt19k43k
Turns per attempt3.65.2
Attempts scored177487
Input price per 1M tokens$2.00$0.50
Output price per 1M tokens$12.00$1.50
Context window1,048,576256,000
Image inputYesYes
DeveloperGoogleMistral AI

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

Charts

Not yet ranked. Gemini 3.1 Pro (preview) (low), Terminus-2: 27 of 117 Earth-Bench V2 tasks; GS-QA2 not started attempted; 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: Gemini 3.1 Pro (preview) (low), Terminus-2: Not yet ranked; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked0255075100Not yetrankedGemini 3.1 Pro (preview) (low)Not yetrankedMistral Large 3 (Non-reasoning)
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: Gemini 3.1 Pro (preview) (low), Terminus-2: Not yet ranked; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked$0$0.25$0.50$0.75$1.00Not yetrankedGemini 3.1 Pro (preview) (low)Not yetrankedMistral Large 3 (Non-reasoning)
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: Gemini 3.1 Pro (preview) (low), Terminus-2: Not yet ranked; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked00011Not yetrankedGemini 3.1 Pro (preview) (low)Not yetrankedMistral Large 3 (Non-reasoning)
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, Gemini 3.1 Pro (preview) (low), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Not comparable yet: Gemini 3.1 Pro (preview) (low), Terminus-2 is not yet ranked (27 of 117 Earth-Bench V2 tasks; GS-QA2 not started attempted) and Mistral Large 3 (Non-reasoning), Terminus-2 is not yet ranked (220 of 221 GS-QA2 tasks attempted). Gemini 3.1 Pro (preview) (low), Terminus-2: 177 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, Gemini 3.1 Pro (preview) (low), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Mistral Large 3 (Non-reasoning), Terminus-2, $0.026 to $0.057.
Which writes fewer output tokens per task, Gemini 3.1 Pro (preview) (low), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Gemini 3.1 Pro (preview) (low), Terminus-2, 2k to 4k.
Which has the larger context window, Gemini 3.1 Pro (preview) (low), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Gemini 3.1 Pro (preview) (low), Terminus-2, 1,048,576 tokens to 256,000 tokens.

More: Gemini 3.1 Pro (preview) (low), Terminus-2 · Mistral Large 3 (Non-reasoning), Terminus-2 · All comparisons