Discovery Methodology

How BeyondMooner Discovery Works

Discovery collections are explainable lists generated from platform data. They are not AI summaries, recommendation algorithms, automated trust scores, safety ratings, legitimacy ratings, or investment advice.

Data Used

  • Approved project listings and listing dates.
  • Project launch dates when available.
  • Approved claim or ownership records.
  • Submitted, in-review, and verified ProjectEvidence records.
  • Watchlist counts and recent vote counts.
  • Active paid featured or promoted visibility.

Data Not Used

  • No AI-generated project summaries.
  • No automated trust, safety, or legitimacy score.
  • No blockchain indexing or inferred contract analysis.
  • No personalized recommendation engine.
  • No paid boost can buy a trust badge or verified evidence status.

Collection Rules

Hidden Gems

Hidden Gems are ranked with a deterministic formula using listing or launch recency, approved claim status, submitted or verified evidence coverage, watchlist count, recent vote activity, and low current paid visibility. This is not a quality, safety, or investment ranking.

Ranking logic: Recency + claim status + evidence coverage + watchlists + votes + low paid visibility. Active paid featured or promoted placements reduce eligibility.

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Most Transparent Projects

This collection ranks approved projects by verified transparency categories first, then submitted transparency categories, verified evidence count, claim status, and latest evidence activity.

Ranking logic: Verified transparency percent, submitted transparency percent, verified evidence count, claim status, latest evidence update.

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Recently Verified Projects

Projects appear here when BeyondMooner has reviewed an evidence source and marked it verified. Verification means the evidence source was reviewed; it does not mean the project is safe or investment-worthy.

Ranking logic: Latest verified evidence review date, then verified evidence count.

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Recently Claimed Projects

Projects appear here when ownership has been approved through the claim or member workflow. Claim status confirms platform ownership access only.

Ranking logic: Latest approved claim date, then submitted transparency percent.

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Recently Updated Projects

This collection tracks projects with recent evidence activity across audits, KYC, team information, whitepapers, GitHub links, contact verification, and other supported evidence categories.

Ranking logic: Latest active evidence update date, then submitted transparency percent.

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New Audits

Audit entries are separated as verified audits or submitted audits. Submitted audits are visible as pending review and should not be treated as verified.

Ranking logic: Latest audit evidence date, verified audits first when dates are close, then submitted transparency percent.

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Important Limits

Missing information is shown as unavailable. A project appearing in a discovery collection does not mean BeyondMooner endorses it, recommends it, verifies its token economics, confirms its investment quality, or guarantees user safety. Users should review the linked evidence and perform their own research.

Discovery Methodology | Beyond Mooner