← skill catalog

analytics · Alpha — design partners only

A/B experiment runner

Designs, ships, monitors, and calls A/B experiments. Stops underperformers automatically.

What it does

End-to-end A/B test runner. Designs the variant brief, ships variants to your analytics or A/B platform (Statsig, Posthog, GrowthBook, Optimizely), monitors statistical significance daily, automatically stops the loser when significance threshold is hit, writes the experiment recap document.

Inputs
A/B platform API key. Hypothesis + variants. Significance threshold (default 95%). Min sample size + max runtime.
Outputs
Live experiment with monitored variants. Daily significance update. Auto-stop on result. Recap doc on completion.
Cost per run
~$25 per experiment (design + monitoring + recap).
Models used
Claude Opus for hypothesis writing + recap. GPT-4o for variant design diversification. Custom statistical engine for significance calc.

Best for

Brands with enough traffic to run meaningful experiments (~10K visitors/month minimum to a single page). Conversion-rate-driven businesses.

Not for

Low-traffic brands where experiments would take 6+ months to reach significance — focus on qualitative research instead.

Common questions

Does it require a paid A/B platform?
No — works with Posthog (free tier covers most) or GrowthBook (free + open source). We integrate with paid platforms (Statsig, Optimizely) too if you have them.

Want this skill running in your portfolio?

10 alpha slots open Q3 2026. Founder pricing locked 12 months.

Request alpha →