Accepted sources
Official pricing pages come first. When a pricing page is incomplete, the review flow may add official help-center or billing documentation as supporting sources.
Methodology
The goal is not to automate away judgment. The goal is to automate the tedious parts of capture and normalization while keeping source evidence, review, and caveats visible.
Official pricing pages come first. When a pricing page is incomplete, the review flow may add official help-center or billing documentation as supporting sources.
Each approved pricing state should originate from captured source artifacts: HTML, visible text, and a screenshot tied to a scrape run.
New products and material pricing changes require review before publication. The system is agent-assisted, not fully autonomous.
Manual overrides are explicit, reasoned, and temporary. If the model is wrong, reviewed human input wins until a future verified capture replaces it.
Review checklist