Axis Spatial

Search modelsMenu

Claude Haiku 5.5 (high) vs Claude Sonnet 5.5 (max)

Results updated 3 November 2026 · Both in Claude Code · How we benchmark

Verdict

Claude Haiku 5.5 (high)76Geospatial Agent Index · rank 14 of 78
Claude Sonnet 5.5 (max)Not yet rankedGeospatial Agent Index

Not comparable yet: Claude Sonnet 5.5 (max) is not yet ranked.

Cost per task
$0.0085 vs $0.54
Time per task
1.4 min vs 5.6 min (estimated)
Tokens per attempt
271k vs 649k
Image input
Yes vs Yes

Claude Haiku 5.5 (high), Claude Code scores higher on Earth-Bench V2; Claude Sonnet 5.5 (max), Claude Code scores higher on GeoBenchX, GS-QA2 and Vision agents. Claude Haiku 5.5 (high), Claude Code is cheaper and faster: $0.0085 against $0.54 per task, and 1.4 min against 5.6 min.

Not yet ranked. Claude Sonnet 5.5 (max), Claude Code. Not in the Agent Index, cost and time charts until it has a score on every index evaluation. Results so far are in the side-by-side table.

Where they differ most

By kind of work, share of tasks passed, 0 to 100 · Higher is better

Kind of workClaude Haiku 5.5 (high)Claude Sonnet 5.5 (max)
Spatial statistics31100
Climate and time series7658
GIS analysis8295
Remote sensing and raster analysis7988
World map of the places the tasks are setWhere the tasks are set: each kind of work links to its tasks and scores
Leaderboard

Charts for each: Claude Haiku 5.5 (high), Claude Code · Claude Sonnet 5.5 (max), Claude Code.

Side by side

Claude Haiku 5.5 (high), Claude Code vs. Claude Sonnet 5.5 (max), Claude Code
MetricClaude Haiku 5.5 (high), Claude CodeClaude Sonnet 5.5 (max), Claude Code
Geospatial Agent Index: Text only7675
Geospatial Agent Index: Text + vision74No data
Earth-Bench V2 score7257
GeoBenchX score7277
GS-QA2 score8392
Vision agents score7089
GeoAgentBench score (Guided workflows; not in the Agent Index)98100
GeoAnalystBench score (Guided workflows; not in the Agent Index)84100
OGD4All score (standalone; in no index)9697
GeoNatureAgent score (standalone; in no index)100100
MultiGlobeQA score (standalone; in no index)7478
GeoAgentEval score (standalone; in no index)92100
Remote sensing and raster analysis score7988
GIS analysis score8295
Climate and time series score7658
Spatial statistics score31100
Making maps score8178
Recognising infeasible requests score7375
Cost per task$0.0085$0.54
Time per task (at 100 output tokens/s)1.4 min5.6 min (estimated)
Tokens per attempt271k649k
Turns per attempt7.112.8
Input price per 1M tokens$0.10$2.00
Output price per 1M tokens$0.50$10.00
Context window1,000,0001,000,000
Image inputYesYes
DeveloperAnthropicAnthropic

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Claude Haiku 5.5 (high), Claude Code or Claude Sonnet 5.5 (max), Claude Code?
Not comparable yet: Claude Sonnet 5.5 (max), Claude Code is not yet ranked.
Which is cheaper per task, Claude Haiku 5.5 (high), Claude Code or Claude Sonnet 5.5 (max), Claude Code?
Claude Haiku 5.5 (high), Claude Code, $0.0085 to $0.54.
Which writes fewer output tokens per task, Claude Haiku 5.5 (high), Claude Code or Claude Sonnet 5.5 (max), Claude Code?
Claude Haiku 5.5 (high), Claude Code, 6k to 30k.
Which has the larger context window, Claude Haiku 5.5 (high), Claude Code or Claude Sonnet 5.5 (max), Claude Code?
They are level, at 1,000,000 tokens.