Axis Spatial

Claude Opus 5.5 (low), Claude Code vs. Claude Opus 5 (high), Claude Code

Claude Opus 5.5 (low), Claude Code against Claude Opus 5 (high), Claude Code: Geospatial Agent Index, each evaluation, cost, time and tokens, on the same tasks and limits. Methodology.

Side by side

Claude Opus 5.5 (low), Claude Code vs. Claude Opus 5 (high), Claude Code
MetricClaude Opus 5.5 (low), Claude CodeClaude Opus 5 (high), Claude Code
Geospatial Agent Index: Text only7480
Geospatial Agent Index: Text + vision7881
Earth-Bench V2 score5974
GeoBenchX score7775
GS-QA2 score8691
Vision agents score8986
GeoAgentBench score (Guided workflows; not in the Agent Index)96100
GeoAnalystBench score (Guided workflows; not in the Agent Index)10089
OGD4All score (standalone; in no index)9595
GeoNatureAgent score (standalone; in no index)100100
MultiGlobeQA score (standalone; in no index)7979
GeoAgentEval score (standalone; in no index)10096
Remote sensing and raster analysis score7983
GIS analysis score8488
Climate and time series score5978
Spatial statistics score7746
Making maps score7782
Recognising infeasible requests score7778
Cost per task$0.081$0.32
Time per task (at 100 output tokens/s)0.4 min1.1 min
Tokens per attempt63k173k
Turns per attempt3.57.2
Input price per 1M tokens$4.00$5.00
Output price per 1M tokens$20.00$25.00
Context window1,000,0001,000,000
Image inputYesYes
DeveloperAnthropicAnthropic

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 (high), Claude Code: 80; Claude Opus 5.5 (low), Claude Code: 74025507510080Claude Opus 5 (high)74Claude Opus 5.5 (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Opus 5 (high), Claude CodeAnthropic80
Claude Opus 5.5 (low), Claude CodeAnthropic74

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Claude Opus 5.5 (low), Claude Code: $0.081; Claude Opus 5 (high), Claude Code: $0.32$0$0.10$0.20$0.30$0.40$0.081Claude Opus 5.5 (low)$0.32Claude Opus 5 (high)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Opus 5.5 (low), Claude CodeAnthropic$0.081
Claude Opus 5 (high), Claude CodeAnthropic$0.32

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; Claude Opus 5 (high), Claude Code: 4k02k3k4k6k1kClaude Opus 5.5 (low)4kClaude Opus 5 (high)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Opus 5.5 (low), Claude CodeAnthropic1k
Claude Opus 5 (high), Claude CodeAnthropic4k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Claude Opus 5.5 (low), Claude Code or Claude Opus 5 (high), Claude Code?
Claude Opus 5 (high), Claude Code, 80 to 74.
Which is cheaper per task, Claude Opus 5.5 (low), Claude Code or Claude Opus 5 (high), Claude Code?
Claude Opus 5.5 (low), Claude Code, $0.081 to $0.32.
Which writes fewer output tokens per task, Claude Opus 5.5 (low), Claude Code or Claude Opus 5 (high), Claude Code?
Claude Opus 5.5 (low), Claude Code, 1k to 4k.
Which has the larger context window, Claude Opus 5.5 (low), Claude Code or Claude Opus 5 (high), Claude Code?
They are level, at 1,000,000 tokens.

More: Claude Opus 5.5 (low), Claude Code · Claude Opus 5 (high), Claude Code · All comparisons