Executive Summary

Paid ads drove a signup spike but half were bots or throwaway accounts. Solution: score and gate top-of-funnel leads using layered real-time signals - ad-network signals, email verification, behavioral heuristics - to stop bad accounts before they pollute metrics. The reddit report shows teams are already shifting from raw signups to activated signups to manage noise, creating demand for upstream fixes. Two concrete shifts make this timely: 1) Increasing paid-ad spend and lower CPMs have driven large volumes of low-quality traffic, so buyers feel pain now. 2) Modern ad platforms and tag managers expose richer click-level metadata and webhooks, enabling real-time evaluation before account creation. Together, higher acquisition volume plus available streaming signals make preventative, automated quality scoring practical and valuable today. Combine first-party activation metrics with real-time ad-network signals and shared threat intelligence to score each signup immediately. The source incident explicitly describes turning on paid ads for the first time and seeing half signups be bots, then switching the north-star to activated signups. That workflow frequency - repeated paid campaigns and daily signups - creates an opportunity to build a streaming quality layer that acts before product activation metrics lag. By correlating ad-click metadata (campaign id, click timestamp, device fingerprint), immediate email hygiene checks, and short-session behavioral heuristics we can create a cross-customer dataset that becomes a defensible threat signal over time.

Market Opportunity

Reduce bot and low-quality paid signups with early scoring and gating targets a $3.0B = 1,000,000 businesses x $3K ACV. Target buyers are SMB and mid-market digital-first businesses that run paid acquisition and need lead/account quality monitoring. total addressable market with medium saturation and a year-over-year growth rate of 15-25% - martech and fraud-detection adjacent markets are growing as ad spend shifts online and buyers prioritize funnel efficiency.

Key trends driving demand: Ad spend growth and performance marketing - more paid acquisition increases demand for top-of-funnel hygiene.; Sophisticated botnets and human click farms - rising attacker sophistication drives need for multi-signal detection.; Real-time telemetry from ad platforms - click-level and conversion-level webhooks enable early filtering.; Focus on activation and retention metrics - product teams prefer activated users as a north-star, creating buyer-aligned tooling..

Key competitors include Google reCAPTCHA, Sift, Arkose Labs, Clearbit, Email verification providers (ZeroBounce, Kickbox, NeverBounce).

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Reduce bot and low-quality paid signups with early scoring and gating

Executive Summary

Market Validation

Market Opportunity

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