Source-backed launch records
Launch profiles prioritize official sources, launch dates, categories, audience fit, pricing clarity, demo links, and last-verified dates before they are treated as indexable records.
Signals over hype
Hub collections use structured signals such as Product Hunt activity, GitHub or Hugging Face links, funding notes, video demos, founder submissions, and Kingy editorial scores.
Creator and buyer usefulness
Scores favor launches with a clear use case, visible audience, understandable pricing, credible demo material, and enough context to support a useful article, comparison, or creator review.