Compare2 of 4 selected

Model comparison

Two to four models, side by side on the five measurements behind the shopping score.

Select models
AnthropicAnthropicClaude Sonnet 4.639Fair
70,632 tok34.1s
GoogleGoogleGemini 3.5 Flash44Fair
76,397 tok22.1s
Measurementsranked within each band
Checkout rate40% of score
Gemini 3.5 Flash38.9
Claude Sonnet 4.636.7
Cart rate20% of score
Gemini 3.5 Flash56.3
Claude Sonnet 4.648
Search rate10% of score
Claude Sonnet 4.679.9
Gemini 3.5 Flash79.6
Turn efficiency15% of score
Gemini 3.5 Flash53
Claude Sonnet 4.645
Token efficiency15% of score
Gemini 3.5 Flash7
Claude Sonnet 4.60
Best of the selectionper measurement
Checkout rateGemini 3.5 Flash38.9/100
Cart rateGemini 3.5 Flash56.3/100
Search rateClaude Sonnet 4.679.9/100
Turn efficiencyGemini 3.5 Flash53/100
Token efficiencyGemini 3.5 Flash7/100
These rates are averages across every store in the harness. Yours will differ — the same model scores differently against a strict store and an unenforced one. Run Agent session