campaign-diagnosis

To find the marketing bottleneck, pull 14 days of performance metrics and separate reach signals from conversion signals. This isolates the single constraint limiting throughput, ruling out counter-explanations to identify whether your hook, CTA, audience, or message is failing.

The best way to diagnose underperforming marketing content is applying a bottleneck-first decision chain. This rules out counter-explanations across recent posting periods by isolating reach versus conversion metrics, outputting a root-cause statement with evidence and a single high-leverage intervention.

Fix diverging reach and conversion trends by separating reach metrics from conversion metrics to avoid mixing categories. Apply a strict diagnostic order to determine if reach, hook, CTA, audience, or message is failing, then implement a single fix with a 7-day success target.

You need approximately 14 days of performance metrics to run a constraint diagnosis. These growth metrics must allow you to separate reach versus conversion signals so you can rule out counter-explanations and output a root-cause statement with supporting evidence.

You should not use a bottleneck-first decision chain when you lack 14 days of performance metrics or cannot separate reach versus conversion signals. It applies specifically when content metrics underperform or when reach and conversion trends diverge across recent posting periods.