The autonomous growth system for ScamCheck: quality-gated auto-publishing with a Vertex budget circuit breaker, AI-Overview comparison/entity/trust signals, an E-E-A-T trust layer, automated multi-channel distribution, retention (email alerts + watchlists), a canonical scam-entity data moat, and growth analytics. Includes organic-growth, authority, Discover, and backlink estimates plus the biggest compounding loops — all on a static-first, cost-capped, Vercel-hobby-safe architecture.
This is the capstone: ScamCheck now grows itself — detecting trending scams, generating quality-gated pages, distributing alerts, attracting links, and retaining users — inside a hard cost cap.
mentions), and machine-readable trust (trustScore, publishingPrinciples, creditText).publishingPrinciples.convertingTopics; ad-free for paid users (prior phase).distribution_alerts payload.entities.ts), aliases, cluster fingerprints./api/scam-intel/growth.Auto-publishing is bounded by BUNDLES_PER_DAY, AUTOPILOT_PER_RUN, and a hard DAILY_BUDGET_USD breaker. Pages stay SSG; real-time data is CDN-cached; distribution/entities/analytics are deterministic. Stays within Vercel Hobby + Firestore Spark + a few dollars/month of Vertex (cap-enforced).
Organic growth potential. ~250 evergreen pages today, growing autonomously as new scams trend (quality-gated). With maturation (3–6 months) and the freshness/authority loops below, a plausible trajectory is low-thousands → tens-of-thousands of monthly organic clicks, weighted toward tier-1 types and Hindi long-tail.
Authority growth. The trust layer + citations + entity graph materially lift E-E-A-T. Expect steady gains in rankings for "is this a scam / verdict" intent and rising AI-Overview citation frequency as the machine-readable trust/entity signals are consumed.
Discover visibility growth. Freshness (live trending/active badges) + dedicated OG images + clear authorship are exactly Discover's signals. Trending pages should become Discover-eligible within weeks; Discover then contributes bursty, high-volume spikes (especially around seasonal hubs).
Backlink accumulation. Embeddable widgets convert ScamCheck into distributed infrastructure. Modest adoption (50–300 embedding domains over 6–12 months) → dozens to a few hundred referring domains — the dominant off-page driver for a young authority site.
These loops intersect (reports feed detection feeds pages feeds links feeds authority feeds citations feeds traffic feeds reports). A competitor copying any single loop doesn't get the compounding — that intersection is the moat.
backlinkTopics for linkable assets and convertingTopics for monetisation.Track all of this via
/api/scam-intel/growth+ Search Console; let the budget breaker and quality gate keep autonomy safe.