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
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The Leadara Approach
Guides on audiences, journeys, and measurement — written for marketers who ship.
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flow entry
On-flow-exit entry vs event entry: hand-off from finished trip vs fresh behavior signal
On-flow-exit hands off after a trip ends; event entry starts on a live behavior signal.
Reza Ahmadi
Sep 23, 2026 · 6 min read
flow exit
Exit on conversion vs global exit criteria: goal kill-switch vs property/behavior eject
Conversion exit stops on the goal in-window; global exit ejects when belonging breaks. Keep KPI and safety separate.
Amir Hosseini
Sep 23, 2026 · 7 min read
More articles
trigger
Has-not filter trigger vs event trigger: enroll on absence vs enroll on occurrence
Has-not queries absence; event triggers listen for occurrence. Put negatives on filters, not streams.
Niloofar Karimi
Sep 23, 2026 · 6 min read
enrollment
Enroll existing at activation vs future-only: backfill the queue or only new matches
Enroll-existing backfills current matches at publish; future-only waits for the next transition. Count before you tick.
Sara Moradi
Sep 23, 2026 · 6 min read
journey
Adaptive journey vs rule-based journey: in-flight re-route vs fixed if/then
Rule-based locks the path; adaptive re-routes mid-flight when live signals change. Re-check purchase before every win-back touch.
Sara Moradi
Sep 18, 2026 · 7 min read
personalization
Personalization vs segmentation: who gets the message vs what they see
Segmentation decides who gets the message; personalization decides what they see. Hi {{name}} is not a strategy.
Niloofar Karimi
Sep 18, 2026 · 7 min read
marketing automation
Marketing automation vs scheduling: react to events vs pick a clock time
Scheduling picks a clock; marketing automation reacts to events with goals and guards. Stop calling Friday blasts automation.
Sara Moradi
Sep 18, 2026 · 7 min read
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
re-engagement
Re-engagement vs winback campaign: at-risk vs already lapsed
Re-engagement cools at-risk shoppers back in; winback is for the already lapsed. Separate day windows, handoff, and SMS caps.
Sara Moradi
Sep 14, 2026 · 8 min read
replenishment flow
What is a replenishment flow? Reorder before the product runs out
A replenishment flow is a consume-cycle reorder reminder before empty — not a post-purchase thank-you. Cadence, exits, Iran examples.
Sara Moradi
Sep 14, 2026 · 7 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