Axis Spatial

Kimi K2.6 (Reasoning), Terminus-2 vs. Mistral Large 3 (Non-reasoning), Terminus-2

Kimi K2.6 (Reasoning), 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

Kimi K2.6 (Reasoning), Terminus-2 vs. Mistral Large 3 (Non-reasoning), Terminus-2
MetricKimi K2.6 (Reasoning), Terminus-2Mistral Large 3 (Non-reasoning), Terminus-2
Geospatial Agent Index: Text only7033, not every task attempted yet
Geospatial Agent Index: Text + visionStill to run: Vision agentsStill to run: GS-QA2, Vision agents
Earth-Bench V2 score6831
GeoBenchX score6429
GS-QA2 score7739
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)9046
GeoAnalystBench score (Guided workflows; not in the Agent Index)7947
Raster and remote sensing score7729
Vector and overlay score7441
Climate and time series score6934
Spatial statistics and interpolation score158
Mapping and cartography score7733
Recognising infeasible requests score5733
Cost per task$0.089$0.026
Time per task (at 100 output tokens/s)3.5 min1.1 min
Tokens per attempt175k43k
Turns per attempt12.85.2
Attempts scored488487
Input price per 1M tokens$0.95$0.50
Output price per 1M tokens$4.00$1.50
Context window262,144256,000
Image inputYesYes
DeveloperMoonshot AIMistral 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: Kimi K2.6 (Reasoning), Terminus-2: 70; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked025507510070Kimi K2.6 (Reasoning)Not yetrankedMistral Large 3 (Non-reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent IndexStatusEvaluations scoredTasks attempted
Kimi K2.6 (Reasoning), Terminus-2Moonshot AI70Complete3 of 3488 of 488 tasks

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Kimi K2.6 (Reasoning), Terminus-2: $0.089; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked$0$0.025$0.05$0.075$0.10$0.089Kimi K2.6 (Reasoning)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
Kimi K2.6 (Reasoning), Terminus-2Moonshot AI$0.089488 of 488 tasks

Output tokens per task

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

Output tokens per taskOutput tokens per task: Kimi K2.6 (Reasoning), Terminus-2: 12k; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked05k10k15k20k12kKimi K2.6 (Reasoning)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
Kimi K2.6 (Reasoning), Terminus-2Moonshot AI12k488 of 488 tasks

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Kimi K2.6 (Reasoning), 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). Kimi K2.6 (Reasoning), 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, Kimi K2.6 (Reasoning), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Mistral Large 3 (Non-reasoning), Terminus-2, $0.026 to $0.089.
Which writes fewer output tokens per task, Kimi K2.6 (Reasoning), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Mistral Large 3 (Non-reasoning), Terminus-2, 4k to 12k.
Which has the larger context window, Kimi K2.6 (Reasoning), Terminus-2 or Mistral Large 3 (Non-reasoning), Terminus-2?
Kimi K2.6 (Reasoning), Terminus-2, 262,144 tokens to 256,000 tokens.

More: Kimi K2.6 (Reasoning), Terminus-2 · Mistral Large 3 (Non-reasoning), Terminus-2 · All comparisons