Axis Spatial

Claude Haiku 5.5 (medium), Claude Code vs. Claude Haiku 5.5 (low), Claude Code

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

Side by side

Claude Haiku 5.5 (medium), Claude Code vs. Claude Haiku 5.5 (low), Claude Code
MetricClaude Haiku 5.5 (medium), Claude CodeClaude Haiku 5.5 (low), Claude Code
Geospatial Agent Index: Text only7270
Geospatial Agent Index: Text + visionNo data72
Earth-Bench V2 score6862
GeoBenchX score7173
GS-QA2 score7975
Vision agents scoreNo data77
GeoAgentBench score (Guided workflows; not in the Agent Index)9492
GeoAnalystBench score (Guided workflows; not in the Agent Index)95100
OGD4All score (standalone; in no index)9595
GeoNatureAgent score (standalone; in no index)100100
MultiGlobeQA score (standalone; in no index)7372
GeoAgentEval score (standalone; in no index)9292
Remote sensing and raster analysis score7672
GIS analysis score8073
Climate and time series score6664
Spatial statistics score2338
Making maps score7979
Recognising infeasible requests score7373
Cost per task$0.0063$0.0053
Time per task (at 100 output tokens/s)1.0 min0.9 min
Tokens per attempt210k181k
Turns per attempt6.15.5
Input price per 1M tokens$0.10$0.10
Output price per 1M tokens$0.50$0.50
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 Haiku 5.5 (medium), Claude Code: 72; Claude Haiku 5.5 (low), Claude Code: 70025507510072Claude Haiku 5.5 (medium)70Claude Haiku 5.5 (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Haiku 5.5 (medium), Claude CodeAnthropic72
Claude Haiku 5.5 (low), Claude CodeAnthropic70

Cost per task

Average cost per task (USD) · Lower is better

Cost per taskCost per task in US dollars: Claude Haiku 5.5 (low), Claude Code: $0.0053; Claude Haiku 5.5 (medium), Claude Code: $0.0063$0$0.002$0.004$0.006$0.008$0.0053Claude Haiku 5.5 (low)$0.0063Claude Haiku 5.5 (medium)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Haiku 5.5 (low), Claude CodeAnthropic$0.0053
Claude Haiku 5.5 (medium), Claude CodeAnthropic$0.0063

Output tokens per task

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

Output tokens per taskOutput tokens per task: Claude Haiku 5.5 (low), Claude Code: 3k; Claude Haiku 5.5 (medium), Claude Code: 4k01k2k3k4k3kClaude Haiku 5.5 (low)4kClaude Haiku 5.5 (medium)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Haiku 5.5 (low), Claude CodeAnthropic3k
Claude Haiku 5.5 (medium), Claude CodeAnthropic4k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Claude Haiku 5.5 (medium), Claude Code or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (medium), Claude Code, 72 to 70.
Which is cheaper per task, Claude Haiku 5.5 (medium), Claude Code or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, $0.0053 to $0.0063.
Which writes fewer output tokens per task, Claude Haiku 5.5 (medium), Claude Code or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 3k to 4k.
Which has the larger context window, Claude Haiku 5.5 (medium), Claude Code or Claude Haiku 5.5 (low), Claude Code?
They are level, at 1,000,000 tokens.

More: Claude Haiku 5.5 (medium), Claude Code · Claude Haiku 5.5 (low), Claude Code · All comparisons