Axis Spatial

Mistral Large 3 (Non-reasoning), Terminus-2 vs. Claude Opus 5.5 (low), Claude Code

Mistral Large 3 (Non-reasoning), Terminus-2 against Claude Opus 5.5 (low), Claude 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. Claude Opus 5.5 (low), Claude Code
MetricMistral Large 3 (Non-reasoning), Terminus-2Claude Opus 5.5 (low), Claude Code
Geospatial Agent Index: Text only3374
Geospatial Agent Index: Text + visionNo data78
Earth-Bench V2 score3159
GeoBenchX score2977
GS-QA2 score3986
Vision agents scoreNo data89
GeoAgentBench score (Guided workflows; not in the Agent Index)4696
GeoAnalystBench score (Guided workflows; not in the Agent Index)47100
OGD4All score (standalone; in no index)No data95
GeoNatureAgent score (standalone; in no index)No data100
MultiGlobeQA score (standalone; in no index)No data79
GeoAgentEval score (standalone; in no index)No data100
Remote sensing and raster analysis score2979
GIS analysis score4284
Climate and time series score3459
Spatial statistics score877
Making maps score3377
Recognising infeasible requests score3377
Cost per task$0.026$0.081
Time per task (at 100 output tokens/s)1.1 min0.4 min
Tokens per attempt42k63k
Turns per attempt5.23.5
Input price per 1M tokens$0.50$4.00
Output price per 1M tokens$1.50$20.00
Context window256,0001,000,000
Image inputYesYes
DeveloperMistral AIAnthropic

Charts

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: Claude Opus 5.5 (low), Claude Code: 74; Mistral Large 3 (Non-reasoning), Terminus-2: 33025507510074Claude Opus 5.5 (low)33Mistral Large 3 (Non-reasoning)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Opus 5.5 (low), Claude CodeAnthropic74
Mistral Large 3 (Non-reasoning), Terminus-2Mistral AI33

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: $0.026; Claude Opus 5.5 (low), Claude Code: $0.081$0$0.025$0.05$0.075$0.10$0.026Mistral Large 3 (Non-reasoning)$0.081Claude Opus 5.5 (low)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Mistral Large 3 (Non-reasoning), Terminus-2Mistral AI$0.026
Claude Opus 5.5 (low), Claude CodeAnthropic$0.081

Output tokens per task

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

Output tokens per taskOutput tokens per task: Claude Opus 5.5 (low), Claude Code: 1k; Mistral Large 3 (Non-reasoning), Terminus-2: 4k02k3k4k6k1kClaude Opus 5.5 (low)4kMistral Large 3 (Non-reasoning)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Opus 5.5 (low), Claude CodeAnthropic1k
Mistral Large 3 (Non-reasoning), Terminus-2Mistral AI4k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Mistral Large 3 (Non-reasoning), Terminus-2 or Claude Opus 5.5 (low), Claude Code?
Claude Opus 5.5 (low), Claude Code, 74 to 33.
Which is cheaper per task, Mistral Large 3 (Non-reasoning), Terminus-2 or Claude Opus 5.5 (low), Claude Code?
Mistral Large 3 (Non-reasoning), Terminus-2, $0.026 to $0.081.
Which writes fewer output tokens per task, Mistral Large 3 (Non-reasoning), Terminus-2 or Claude Opus 5.5 (low), Claude Code?
Claude Opus 5.5 (low), Claude Code, 1k to 4k.
Which has the larger context window, Mistral Large 3 (Non-reasoning), Terminus-2 or Claude Opus 5.5 (low), Claude Code?
Claude Opus 5.5 (low), Claude Code, 1,000,000 tokens to 256,000 tokens.

More: Mistral Large 3 (Non-reasoning), Terminus-2 · Claude Opus 5.5 (low), Claude Code · All comparisons