Experimentation and Testing Programs acknowledge that the future is uncertain. These programs focus on getting better data to product and marketing teams to make better decisions.
We believe that research is an integral part of experimentation. Our research projects aim to identify optimization opportunities by uncovering what really matters to your website users and customers.
90% of the analytics setups we’ve seen are critically flawed. Our data analytics audit services give you the confidence to make better decisions with data you can trust.
Is our program built to produce impact?
Maturity audit and tooling and capability audit, from a growth engineering perspective.
Coming soonHow do we run the program?
XOS rituals and artifacts, pillar by pillar. Download and run them.
What do we run it on?
30+ vendors compared: capabilities, market position, agentic readiness.
What should we investigate?
Problem-first research recipes: sequenced methods whose evidence corroborates.
How do we act on what we learn, per segment?
Turning research and test learnings into targeted experiences.
Coming soonWhat did this produce for real clients?
Illustrated client stories: problem, solution, outcome.
Coming soonCompose is a no-code, Shopify-native A/B testing app pitched as an affordable alternative to Convert, AB Tasty, VWO and Optimizely. It's the only pay-as-you-go option on the market: free to install, then $0.0012 per tested user, meaning a unique visitor in an active experiment.
It supports theme and template testing, product page tests, collection tests, and JavaScript variants in a code editor for custom logic. The visual editor works directly against the Shopify storefront, and checkout integration is native.
No AI features, no MCP server and no compliance certifications listed. Aimed at small and mid-size Shopify merchants who want flexibility and low-cost experimentation.