Omni-Growth Blog

Join growth practitioners to explore the new paradigm of global public marketing in the AI era. Featuring real strategy breakdowns, channel judgment, execution cases, and frontline insights.

DTC Survival Analysis Data Analysis

DTC Survival Analysis: An AI Agent Compared 154 Dead vs 20 Surviving DTC Brands — 3 Factors That Decide the First 12 Months

154 dead DTC sites benchmarked head-to-head against 20 survivors across three axes — repeat purchase (45% high-frequency survivors vs 21% dead), owned traffic (82% of dead relied on a single paid channel vs 0% of survivors), and unit economics (60.1% survivor gross margin vs Allbirds' 47% at death). The 3 factors that decide the first 12 months, plus a 3-question self-check.

2026-05-29 13 min read
DTC DTC Survival Repeat Purchase
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AI Ad Management Perspective

Audit, Not Speed: Why Auditability Is the New Moat in AI Ad Management

When an AI agent spends your ad budget autonomously, the biggest shift isn't speed — it's audit. Inside: the 4 audit dimensions every system must support, and the 4 Harness controls (mutation log, default PAUSED, dry_run + confirm_token, undo) that make AI Ad Management trustworthy by design.

2026-05-21 13 min read
AI Ad Management Auditability AI Trust
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