Open-source lead quality scoring & CRM revenue feedback engine for Meta Ads. Detects fake leads, disposable emails, bot form fatigue, and optimizes Cost-Per-Qualified-Lead (CPQL).
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Updated
Oct 12, 2026 - Python
Open-source lead quality scoring & CRM revenue feedback engine for Meta Ads. Detects fake leads, disposable emails, bot form fatigue, and optimizes Cost-Per-Qualified-Lead (CPQL).
Form Shield is a lightweight JS snippet that uses Moonito’s validation engine to verify emails and phone numbers in real time before allowing form submissions.
google meta python leads
End-to-end lead quality analysis in R: 9-phase pipeline from data profiling to business recommendations. Identified $17,142 annualised revenue gap and 5 actionable fixes using Chi-Square, Mann-Whitney U, and segment-level modelling on 2,857 leads.
Bulk verify email addresses in Python — syntax, MX, mailbox, disposable, risk score. Cleans your list before sending.
Bulk email verifier and B2B lead list cleaner with domain-level syntax and MX checks. Flag disposable, personal and role inboxes, deduplicate leads and apply ICP rules. Return explained ACCEPT, REVIEW or REJECT decisions for CRM imports. No SMTP checks or mailbox verification.
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