Buildscape

Growth experimentation

Public

A rapid test-and-learn loop for a growth squad chasing activation.

Shun Leeby Shun LeePublished 25 Jul 2026, 02:01 · 18 views

How this workflow works

Ideate

NotionExperiment backlog

Every growth idea gets logged here the moment someone thinks of it, before it's scored or scoped — a parking lot so nothing good gets forgotten between sprints.

Prioritize

AmplitudeICE scoring

Every backlog idea gets an impact/confidence/ease score pulled from real usage data, not a gut guess, before it earns a build slot.

Build

Figma + WebflowVariant build

The control and the challenger get built side by side — just enough fidelity to run cleanly in the test, not a full production polish pass.

50/50 split

Run

MixpanelA/B test

Traffic splits fifty-fifty between control and challenger, run to statistical significance before anyone calls a winner.

Learn

SlackShare the result

Win, lose, or flat, the result gets posted in the open channel with the actual numbers — so the next idea in the backlog builds on what was just learned.

Questions

Ask about the reasoning, not just the tools. Answers stay attached to this workflow.

Sign in to ask a question.

No questions yet.