Axis Spatial

Claude Sonnet 4.6 (high), Terminus-2 vs. Claude Sonnet 5.5 (low), Claude Code

Claude Sonnet 4.6 (high), Terminus-2 against Claude Sonnet 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

Claude Sonnet 4.6 (high), Terminus-2 vs. Claude Sonnet 5.5 (low), Claude Code
MetricClaude Sonnet 4.6 (high), Terminus-2Claude Sonnet 5.5 (low), Claude Code
Geospatial Agent Index: Text only5869
Geospatial Agent Index: Text + visionNo data71
Earth-Bench V2 score5956
GeoBenchX score5777
GS-QA2 scoreNo data76
Vision agents scoreNo data78
GeoAgentBench score (Guided workflows; not in the Agent Index)9694
GeoAnalystBench score (Guided workflows; not in the Agent Index)10095
OGD4All score (standalone; in no index)No data96
GeoNatureAgent score (standalone; in no index)No data100
MultiGlobeQA score (standalone; in no index)No data77
GeoAgentEval score (standalone; in no index)No data100
Remote sensing and raster analysis score5869
GIS analysis score4075
Climate and time series score7359
Spatial statistics score4638
Making maps score7584
Recognising infeasible requests score4080
Cost per task$0.25$0.043
Time per task (at 100 output tokens/s)3.2 min0.4 min
Tokens per attempt76k70k
Turns per attempt6.93.9
Input price per 1M tokens$3.00$2.00
Output price per 1M tokens$15.00$10.00
Context window1,000,0001,000,000
Image inputYesYes
DeveloperAnthropicAnthropic

Charts

Not yet ranked. Claude Sonnet 4.6 (high), Terminus-2: no GS-QA2 score yet. Grey placeholders mark these entries in the index, cost and output token charts; their height is not a value. Bars appear once it has a score on every index evaluation. 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: Claude Sonnet 5.5 (low), Claude Code: 69; Claude Sonnet 4.6 (high), Terminus-2: Not yet ranked025507510069Claude Sonnet 5.5 (low)Not yetrankedClaude Sonnet 4.6 (high)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Sonnet 5.5 (low), Claude CodeAnthropic69

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Claude Sonnet 5.5 (low), Claude Code: $0.043; Claude Sonnet 4.6 (high), Terminus-2: Not yet ranked$0$0.015$0.03$0.045$0.06$0.043Claude Sonnet 5.5 (low)Not yetrankedClaude Sonnet 4.6 (high)
How to read this chart

Not shown: not yet ranked. 1 entry: no GS-QA2 score yet. Every entry is on the models page.

Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Sonnet 5.5 (low), Claude CodeAnthropic$0.043

Output tokens per task

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

Output tokens per taskOutput tokens per task: Claude Sonnet 5.5 (low), Claude Code: 1k; Claude Sonnet 4.6 (high), Terminus-2: Not yet ranked05001k2k2k1kClaude Sonnet 5.5 (low)Not yetrankedClaude Sonnet 4.6 (high)
How to read this chart

Not shown: not yet ranked. 1 entry: no GS-QA2 score yet. Every entry is on the models page.

Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Sonnet 5.5 (low), Claude CodeAnthropic1k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Claude Sonnet 4.6 (high), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Not comparable yet: Claude Sonnet 4.6 (high), Terminus-2 is not yet ranked (no GS-QA2 score yet).
Which is cheaper per task, Claude Sonnet 4.6 (high), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, $0.043 to $0.25.
Which writes fewer output tokens per task, Claude Sonnet 4.6 (high), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
Claude Sonnet 5.5 (low), Claude Code, 1k to 11k.
Which has the larger context window, Claude Sonnet 4.6 (high), Terminus-2 or Claude Sonnet 5.5 (low), Claude Code?
They are level, at 1,000,000 tokens.

More: Claude Sonnet 4.6 (high), Terminus-2 · Claude Sonnet 5.5 (low), Claude Code · All comparisons