Axis Spatial

GLM-5.3-Flash (max), Claude Code vs. Claude Haiku 5.5 (low), Claude Code

GLM-5.3-Flash (max), 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

GLM-5.3-Flash (max), Claude Code vs. Claude Haiku 5.5 (low), Claude Code
MetricGLM-5.3-Flash (max), Claude CodeClaude Haiku 5.5 (low), Claude Code
Geospatial Agent Index: Text only7270
Geospatial Agent Index: Text + vision7372
Earth-Bench V2 score6962
GeoBenchX score7073
GS-QA2 score7675
Vision agents score7877
GeoAgentBench score (Guided workflows; not in the Agent Index)9892
GeoAnalystBench score (Guided workflows; not in the Agent Index)100100
OGD4All score (standalone; in no index)9795
GeoNatureAgent score (standalone; in no index)100100
MultiGlobeQA score (standalone; in no index)7472
GeoAgentEval score (standalone; in no index)9692
Remote sensing and raster analysis score7472
GIS analysis score7973
Climate and time series score6764
Spatial statistics score7838
Making maps score7479
Recognising infeasible requests score6573
Cost per task$0.093$0.0053
Time per task (at 100 output tokens/s)6.5 min (estimated)0.9 min
Tokens per attempt962k181k
Turns per attempt18.95.5
Input price per 1M tokens$0.15$0.10
Output price per 1M tokens$0.50$0.50
Context window1,048,5761,000,000
Image inputYesYes
DeveloperZ.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: GLM-5.3-Flash (max), Claude Code: 72; Claude Haiku 5.5 (low), Claude Code: 70025507510072GLM-5.3-Flash (max)70Claude Haiku 5.5 (low)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
GLM-5.3-Flash (max), Claude CodeZ.ai72
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; GLM-5.3-Flash (max), Claude Code: $0.093$0$0.025$0.05$0.075$0.10$0.0053Claude Haiku 5.5 (low)$0.093GLM-5.3-Flash (max)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Haiku 5.5 (low), Claude CodeAnthropic$0.0053
GLM-5.3-Flash (max), Claude CodeZ.ai$0.093

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; GLM-5.3-Flash (max), Claude Code: 29k010k20k30k40k3kClaude Haiku 5.5 (low)29kGLM-5.3-Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Haiku 5.5 (low), Claude CodeAnthropic3k
GLM-5.3-Flash (max), Claude CodeZ.ai29k

Frequently asked questions

Which scores higher on the Geospatial Agent Index, GLM-5.3-Flash (max), Claude Code or Claude Haiku 5.5 (low), Claude Code?
GLM-5.3-Flash (max), Claude Code, 72 to 70.
Which is cheaper per task, GLM-5.3-Flash (max), Claude Code or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, $0.0053 to $0.093.
Which writes fewer output tokens per task, GLM-5.3-Flash (max), Claude Code or Claude Haiku 5.5 (low), Claude Code?
Claude Haiku 5.5 (low), Claude Code, 3k to 29k.
Which has the larger context window, GLM-5.3-Flash (max), Claude Code or Claude Haiku 5.5 (low), Claude Code?
GLM-5.3-Flash (max), Claude Code, 1,048,576 tokens to 1,000,000 tokens.

More: GLM-5.3-Flash (max), Claude Code · Claude Haiku 5.5 (low), Claude Code · All comparisons