goal
Workflow goal vs suppression list: success exit vs never enroll
A goal is the green finish line; a suppress list is the red do-not-enter gate — mixing them lies in conversion reports.
Amir Hosseini
Sep 23, 2026 · 6 min read
Blog
The Leadara Approach
Guides on audiences, journeys, and measurement — written for marketers who ship.
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holdout
Global journey holdout vs per-journey holdout: platform-wide control vs one-path A/B control
Global holdout measures the journey program; per-journey holdout measures one path. Scope is everything.
Amir Hosseini
Sep 23, 2026 · 7 min read
RPR
What is revenue per recipient (RPR)? The flow-health metric beyond open rate
RPR is attributed flow/campaign revenue divided by unique recipients — usually a sharper flow-health diagnostic than open rate.
Reza Ahmadi
Sep 14, 2026 · 9 min read
More articles
experience optimization
Experience optimization vs CRO: whole journey vs one page
CRO improves a page; experience optimization improves the whole journey with lift and holdouts. You need both — do not swap one for the other.
Niloofar Karimi
Sep 14, 2026 · 8 min read
AI agent routine
What is an AI agent routine? Scheduled checks marketers used to do by hand
An AI agent routine is a scheduled operator check — channel health, segments, goal reports — separate from customer journeys; usually read-only or human-approved.
Niloofar Karimi
Sep 12, 2026 · 9 min read
holdout
What is a holdout (control) group in marketing? How to measure true lift
A holdout keeps eligible people out of an action on purpose so you can measure incremental lift — different from A/B, and not for transactional sends.
Niloofar Karimi
Sep 11, 2026 · 9 min read
AI decisioning
What is AI decisioning in marketing? Next-best-action explained
AI decisioning picks the next best action per person — message, channel, offer, or silence — with guardrails and holdouts; not prediction scores alone.
Sara Moradi
Sep 8, 2026 · 10 min read