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Built CDAI Engine — a deterministic cost reconciliation platform for paid advertising. Connects ad platforms and CRMs, reconciles every hidden cost into true CPL, and issues one directive per campaign every morning. Live in production. Zero outside funding.


Articles

Writing about the real cost of paid acquisition — the gap between what ad platforms report and what campaigns actually cost. Published on alloceraintelligence.com/blog covering true CAC, margin distortion, and vertical deep dives across senior care, legal, home services, and more.