A clear question
Define what is changing and which outcome matters before the test begins.
Tests and learning
Compare ideas without confusing activity with evidence.
Experiments helps define a useful comparison, record real exposure and evaluate outcomes with the limits kept visible.
Liva 7 · Tests and learningEvidence connected
Relevant product
Useful companion
Placement ready for review · Fallback set · Publication remains controlled
Storefront stateDesigned, placed and verified are separate states.
Liva shows which stage the experience has actually reached.
Did this version perform differently?
Set the hypothesis, audience, variants, allocation and outcome before launch. Liva records assignment and exposure separately, then reports what the evidence supports.
Real exposure records
Avoid counting assigned people who never saw the experience.
Honest conclusions
Show insufficient evidence or no clear winner when that is the correct result.
The practical flow
A clear route from evidence to progress.
Design
Set the hypothesis, variants, audience and measure.
Expose
Assign eligible traffic and record what was genuinely shown.
Evaluate
Compare outcomes and state the strength and limits of the result.
Useful alone. Stronger when connected.
Experiments can compare recommendation, bundle and Smart Content experiences. A completed result feeds Performance and operating memory.
Influenced outcomes are not automatically incremental uplift. Strong claims require a valid comparison and enough evidence.
One connected product
See how the complete Liva 7 system works together.
Move from clearer understanding to practical action without losing the reasoning, authority or result.