Most growth teams are bottlenecked on execution, not ideas. We fix that first. Here is the loop we run every week to turn a backlog of hypotheses into shipped experiments — and shipped experiments into compounding revenue.
The three-layer stack
We treat growth as three stacked systems: an idea layer, a shipping layer, and a learning layer. Each has one owner, one tool, and one weekly ritual. When one clogs, throughput drops — so we monitor them like a factory floor.
Where AI actually moves the needle
AI does not replace judgement. It replaces the boring 60% of an experiment: copy variants, targeting research, tracking scaffolds, and post-mortem summaries. That is what unlocks the 10x volume.
- Copy: 20 variants per experiment, pre-scored against a brand-voice rubric.
- Targeting: audience and keyword research compressed from days to minutes.
- Analysis: uplift tests summarized into a one-paragraph decision memo.
- Docs: every experiment gets an auto-generated retrospective card.
The weekly cadence
Monday: prioritize. Tuesday–Thursday: ship. Friday: score, kill, or scale. Nothing sits in review for more than a week. Speed of learning is the metric we optimize above all else.