Skip to main content

Proving Real Value

Most personalisation tools measure their performance by counting all conversions from users who saw their content. The problem: a large proportion of those conversions would have happened anyway, with or without the solution. That is not created value — it is captured value. Reelevant takes a different approach: measuring only what would not have existed without personalisation. This is Incremental Value — the only metric that withstands scrutiny from finance and leadership teams.

The Core Principle: Exposed vs Non-Exposed

Every email communication containing a Reelevant block is sent to the entire base. At the moment of opening, a random draw determines whether the user sees the personalised blocks (Exposed Population, 90%) or the version without personalisation (Non-Exposed Population, 10%). The difference in behaviour between these two populations is the real effect of Reelevant.
PopulationShareWhat they see
Exposed Population90%Personalised Reelevant blocks
Non-Exposed Population10%Standard content without personalisation
Δ Incremental ValueThe difference causally attributable to Reelevant

What you’ll find in this guide

Methodology

The complete 8-step framework for designing, executing, and interpreting an incrementality measurement.

Statistical Model

Which tests to use (Z-test, t-test, Mann-Whitney), how to read significance, and how to calculate confidence intervals.

Key Challenges

9 detailed CRM challenges with formulas, Exposed/Non-Exposed tables, and worked numerical examples.

Dashboard

A consolidated dashboard for tracking total Incremental Value by segment, by lever, over time.

Common Mistakes

Classic traps: double-counting, ignored significance, poorly defined measurement windows, selection bias.

9 CRM Key Challenges Covered

Key ChallengeMetric
One-timer → RecurrentConversion to 2nd purchase
Loyalty EnrolmentProgramme sign-up rate
Status UpgradeProgression to next tier
RetentionActive customer maintenance
ReactivationDormant customer re-engagement
Churn ReductionAttrition prevention
Purchase FrequencyTransactions per year
Average Order Value (AOV)Amount per order
Lifetime Value (LTV)Total customer value