Test a decision. Keep what you learn.
Experiments help you compare deliberate changes. Liva Memory keeps the question, evidence, decision and result connected so future guidance can begin with better context.
The outcome is read against its baseline, timeframe and intended goal.
Illustrative interface - actual results depend on your store data
A result should improve more than one decision.
When the context behind a result disappears, the next decision starts from scratch. Liva Memory keeps useful evidence attached to the operating history of your store.
Begin with a clear commercial question and a defined decision boundary.
Keep the audience, change, baseline and timeframe attached to the outcome.
Store what was learned so future recommendations start better informed.
A precise question
Define what is changing, who will see it and what evidence would support a decision.
ScopedA consistent comparison
Results are read against the agreed baseline and timeframe rather than treated as isolated numbers.
ComparableAn honest conclusion
Liva 7 distinguishes observed results from interpretation and does not turn uncertainty into certainty.
ExplainableContext that compounds
Useful evidence, approved decisions and measured outcomes remain connected for future guidance.
RetainedFrom a clear question to reusable learning.
Every experiment keeps its purpose, boundary and interpretation visible.
- 01QuestionFrame
Choose the decision the experiment needs to inform.
- 02BoundaryDefine
Set the audience, variation, measurement and stopping condition.
- 03OperationRun
Keep the test state and storefront state visible.
- 04EvidenceRead
Review what changed and the uncertainty around the result.
- 05MemoryRetain
Store the conclusion and context for the next recommendation.
Clear conclusions without overstated certainty.
Liva 7 is designed to say what the evidence supports, show what remains uncertain and preserve the context needed to judge the result.
Missing or inconclusive data remains unknown rather than being treated as no effect.
Revenue associated with an experience is not automatically claimed as caused by it.
The test question, conditions and measured result remain connected.
Turn measured results into operating memory.
Run deliberate tests and carry the learning into what comes next.