Relevance first
Search text, explicit goals, and filters match canonical public structured data. Profile quality is a tie-breaker when relevance is similar.
AstronovAI Discovery
Discovery & ranking methodology
How AstronovAI interprets search, orders results, and makes recommendations — including what does not influence organic ranking.
Payment does not buy organic rank
Paid and Featured placement stays separate and adds no organic ranking points.
Verification is not approval or a ranking bonus
Verified is an identity/trust fact and explicit filter, not an automatic organic advantage.
Recommendations
General recommendations use quality and context. Saved-tool categories are used only when the interface clearly says recommendations are based on saved tools.
Trending and growth are separate
Trending and Fast Growing are activity/momentum signals and remain distinct from Recommended so popularity is not presented as quality.
Facts and sources
Unknown fields are not confirmed facts. Pricing, trials, languages, and features remain facts or filters rather than value-based quality bonuses.