Axis Spatial

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

GLM-5.3-Flash (max), Claude Code against Claude Opus 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 Opus 5.5 (low), Claude Code
MetricGLM-5.3-Flash (max), Claude CodeClaude Opus 5.5 (low), Claude Code
Geospatial Agent Index: Text only7274
Geospatial Agent Index: Text + vision7378
Earth-Bench V2 score6959
GeoBenchX score7077
GS-QA2 score7686
Vision agents score7889
GeoAgentBench score (Guided workflows; not in the Agent Index)9896
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)7479
GeoAgentEval score (standalone; in no index)96100
Remote sensing and raster analysis score7479
GIS analysis score7984
Climate and time series score6759
Spatial statistics score7877
Making maps score7477
Recognising infeasible requests score6577
Cost per task$0.093$0.081
Time per task (at 100 output tokens/s)6.5 min (estimated)0.4 min
Tokens per attempt962k63k
Turns per attempt18.93.5
Input price per 1M tokens$0.15$4.00
Output price per 1M tokens$0.50$20.00
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: Claude Opus 5.5 (low), Claude Code: 74; GLM-5.3-Flash (max), Claude Code: 72025507510074Claude Opus 5.5 (low)72GLM-5.3-Flash (max)
Data table: Geospatial Agent Index
Geospatial Agent Index
ModelDeveloperGeospatial Agent Index
Claude Opus 5.5 (low), Claude CodeAnthropic74
GLM-5.3-Flash (max), Claude CodeZ.ai72

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; GLM-5.3-Flash (max), Claude Code: $0.093$0$0.025$0.05$0.075$0.10$0.081Claude Opus 5.5 (low)$0.093GLM-5.3-Flash (max)
Data table: Cost per task
Cost per task
ModelDeveloperCost per task
Claude Opus 5.5 (low), Claude CodeAnthropic$0.081
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 Opus 5.5 (low), Claude Code: 1k; GLM-5.3-Flash (max), Claude Code: 29k010k20k30k40k1kClaude Opus 5.5 (low)29kGLM-5.3-Flash (max)
Data table: Output tokens per task
Output tokens per task
ModelDeveloperOutput tokens per task
Claude Opus 5.5 (low), Claude CodeAnthropic1k
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 Opus 5.5 (low), Claude Code?
Claude Opus 5.5 (low), Claude Code, 74 to 72.
Which is cheaper per task, GLM-5.3-Flash (max), Claude Code or Claude Opus 5.5 (low), Claude Code?
Claude Opus 5.5 (low), Claude Code, $0.081 to $0.093.
Which writes fewer output tokens per task, GLM-5.3-Flash (max), Claude Code or Claude Opus 5.5 (low), Claude Code?
Claude Opus 5.5 (low), Claude Code, 1k to 29k.
Which has the larger context window, GLM-5.3-Flash (max), Claude Code or Claude Opus 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 Opus 5.5 (low), Claude Code · All comparisons