AJO Insights

Practitioner write-ups on journeys that won't enter, audiences that evaluate late, and delivery that quietly fails.

FeaturedData Layer 2026-03-28 7 min read

AJO's Send Time Optimization Isn't Doing What You Think It Is

The STO reporting widget disappears after 24 hours. The platform doesn't flag which profiles were actually time-shifted. Here's how to find out if STO is running on your audience — and what to build when it isn't.

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Journey Orchestration 7 min read

Why Profiles Qualify for Your Audience But Never Enter Your Journey

The audience shows qualified profiles. The journey is live. Entry conditions look correct. And yet — the entry counter is at zero. This is the most common production failure in AJO, and it almost never has one cause. Here's how to find it.

Architecture 8 min read

Why Most AJO Implementations Stall After Launch

The journey builder isn't the bottleneck — your data layer is. Here's how to identify and fix schema-level issues before they cascade.

Data Layer 6 min read

The Real Cost of Ignoring Audience Evaluation Lag

When segment qualification delays start affecting journey entry, you have a data architecture problem — not a timing problem. Here's how to confirm it, trace it to the source, and calculate what it's costing you.

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