Beta submission flow
A focused form for products joining the manual-review beta.
Changelog / Quick notes
Small changes, recorded clearly.
A lightweight log for fixes, interface improvements, experiments and additions that do not need a full article.
Company portfolio
A public home for updates, projects, research and roadmap.
Report hierarchy
The original source now appears above interpretation.
Signal explanation
Plain-language reasoning for why each result matches.
Empty report state
Reports explain when no sufficiently relevant conversation is found.
Product profile
Added customer, use case, problem and alternative mapping.
Intent classifier
Testing stricter active-search and problem-expression categories.
Source visibility
Original links and platform context are easier to inspect.
Duplicate results
Reduced repeated conversations in one report.
Human review policy
Documented validation before outreach.