Allocera Intelligence

Allocera Intelligence LLC is a solo-founder company that built CDAI (Cost Distortion Attribution Intelligence) — a deterministic cost reconciliation engine, not an AI model. Same data always produces the same output, every time: no prediction, no model inference, no guessing.

CDAI ingests ad platform data, CRM data, and financial data every night and reconciles true campaign profitability after every hidden cost layer that standard dashboards miss. For every active campaign, it issues one of eight enforceable directives — SCALE, HOLD, CUT, PAUSE, QUARANTINE, RENEGOTIATE, INVESTIGATE, or FLAG — each backed by the underlying math, not a model's best guess. Every directive is automatically re-tested 30 days later against what actually happened, so the engine's accuracy is measured, not claimed.

CDAI connects to the platforms and systems that actually generate the cost distortion: ad platforms (Meta, Google Ads, LinkedIn), CRMs (HubSpot, Salesforce), call tracking, lead distribution, and payment processors. The Meta and HubSpot integration is production-verified against real client data today. Additional platform integrations are built and in active rollout.

We offer a free 30-day distortion audit with no commitment required, one-time paid audits for teams who want a deeper reconciliation, and monthly retainers tied to verified ad spend for ongoing monitoring.

Built solo over 2.5 years, with 18,000+ lines of production code, CDAI works at any spend level — from $300/month to $1M+ — and across any lead-generation or paid-acquisition vertical, not just large enterprise budgets. Current measured directive accuracy is 80%, against a 60-70% industry benchmark. If the underlying data isn't sufficient to support a directive, the engine refuses to lie or fabricating a recommendation.