Still being built. Pages and numbers change as tests finish.

Cost and stars per pipeline

Average stars

Prep in cost, build only in time

Cost per asset (USD) → Direct View first Sheet first Picture-to-3D, rebuilt clean Under 3 objects Cheap and good (4★ or more, $0.60 or less)

All pipelines

# Pipeline Editor Users Cost
Under 3 objects
Direct gpt-6.1-sol – Users: none yet $0.87
Direct kimi-k3 – Users: none yet $1.32
View first gpt-6.1-sol – Users: none yet $2.03
View first kimi-k3 – Users: none yet $2.59
Sheet first gpt-6.1-sol – Users: none yet $6.92
Sheet first kimi-k3 – Users: none yet $7.47
Picture-to-3D, rebuilt clean claude-opus-5-5 – Users: none yet $9.81
Sheet first gemini-3.1-pro – Users: none yet $12.15