Axis Spatial

Mistral Large 3 (Non-reasoning), Terminus-2 vs. Kimi K2.7 Code (Reasoning), Kimi Code

Mistral Large 3 (Non-reasoning), Terminus-2 against Kimi K2.7 Code (Reasoning), Kimi Code: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. The harnesses differ, so part of any gap can come from the harness. Methodology.

Side by side

Mistral Large 3 (Non-reasoning), Terminus-2 vs. Kimi K2.7 Code (Reasoning), Kimi Code
MetricMistral Large 3 (Non-reasoning), Terminus-2Kimi K2.7 Code (Reasoning), Kimi Code
Geospatial Agent Index: Text only33, not every task attempted yet72
Geospatial Agent Index: Text + visionStill to run: GS-QA2, Vision agentsStill to run: Vision agents
Earth-Bench V2 score3171
GeoBenchX score2964
GS-QA2 score3980
Vision agents scoreNo dataNo data
GeoAgentBench score (Guided workflows; not in the Agent Index)46No data
GeoAnalystBench score (Guided workflows; not in the Agent Index)47No data
Raster and remote sensing score2980
Vector and overlay score4177
Climate and time series score3473
Spatial statistics and interpolation score831
Mapping and cartography score3382
Recognising infeasible requests score3350
Cost per task$0.026$0.18
Time per task (at 100 output tokens/s)1.1 min1.9 min (estimated)
Tokens per attempt43k615k
Turns per attempt5.2No data
Attempts scored487488
Input price per 1M tokens$0.50$0.95
Output price per 1M tokens$1.50$4.00
Context window256,000262,144
Image inputYesYes
DeveloperMistral AIMoonshot 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 K2.7 Code (Reasoning), Kimi Code: 72; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked025507510072Kimi K2.7 Code (Reasoning)Not yetrankedMistral Large 3 (Non-reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent IndexStatusEvaluations scoredTasks attempted
Kimi K2.7 Code (Reasoning), Kimi CodeMoonshot AI72Complete3 of 3488 of 488 tasks (3 attempts not counted: provider or infrastructure error)

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Kimi K2.7 Code (Reasoning), Kimi Code: $0.18; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked$0$0.05$0.10$0.15$0.20$0.18Kimi K2.7 Code (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 K2.7 Code (Reasoning), Kimi CodeMoonshot AI$0.18488 of 488 tasks (3 attempts not counted: provider or infrastructure error)

Output tokens per task

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

Output tokens per taskOutput tokens per task: Kimi K2.7 Code (Reasoning), Kimi Code: 11k; Mistral Large 3 (Non-reasoning), Terminus-2: Not yet ranked05k10k15k20k11kKimi K2.7 Code (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 K2.7 Code (Reasoning), Kimi CodeMoonshot AI11k488 of 488 tasks (3 attempts not counted: provider or infrastructure error)

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Mistral Large 3 (Non-reasoning), Terminus-2 or Kimi K2.7 Code (Reasoning), Kimi Code?
Not comparable yet: Mistral Large 3 (Non-reasoning), Terminus-2 is not yet ranked (220 of 221 GS-QA2 tasks attempted). Mistral Large 3 (Non-reasoning), Terminus-2: 487 of 488 tasks attempted. Kimi K2.7 Code (Reasoning), Kimi Code: 488 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 Kimi K2.7 Code (Reasoning), Kimi Code?
Mistral Large 3 (Non-reasoning), Terminus-2, $0.026 to $0.18.
Which writes fewer output tokens per task, Mistral Large 3 (Non-reasoning), Terminus-2 or Kimi K2.7 Code (Reasoning), Kimi Code?
Mistral Large 3 (Non-reasoning), Terminus-2, 4k to 11k.
Which has the larger context window, Mistral Large 3 (Non-reasoning), Terminus-2 or Kimi K2.7 Code (Reasoning), Kimi Code?
Kimi K2.7 Code (Reasoning), Kimi Code, 262,144 tokens to 256,000 tokens.

More: Mistral Large 3 (Non-reasoning), Terminus-2 · Kimi K2.7 Code (Reasoning), Kimi Code · All comparisons