Dashboard

Searches a specific product in each of ten categories on its own — no topic needed — and ranks what people complain about most. Specific beats generic on purpose: a category-wide search loses the search-volume and price factors entirely. Uses your live sources only and costs nothing: no AI, no money. Takes about fifteen minutes — Reddit's public feed allows roughly one request a minute, so the sweep waits rather than get throttled — and about a third of today's YouTube quota.

Pick an opportunity to inspect the evidence behind it.

Read-only. Edit .env in the project root — changes are picked up on the next run, no restart needed.