Behavioral segmentation, onboarding, activation, personalization, engagement, expansion, retention, and reactivation built around what customers actually do.
Evidence in one sentenceThe evidence includes segmented nurture at SVB, CDP-led personalization at NRG, and 50+ founder-run onboarding, activation, and retention experiments at Jobsolv.
I built a five-email nurture flow with up to ten variants, using startup stage and industry to make the content more relevant. A surviving Spark newsletter artifact is visible in the case study. This page uses the system and source artifact as evidence, not the unresolved outcome claims.
See the nurture artifactI combined Tealium CDP segmentation with Optimizely delivery to change the experience for identifiable behavioral groups. The work connected audience definition, treatment logic, experiment design, and a revenue-path outcome rather than stopping at segment creation.
Inspect the personalization evidenceFounder analytics associated first-session resume tailoring with stronger retention, so it became an activation hypothesis. I ran 50+ growth experiments across onboarding, activation, and retention, ending readouts with scale, stop, or learn rather than a vanity win rate.
Review the lifecycle decisionsSpecify what an activated, engaged, at-risk, expanding, or dormant customer actually does.
Create groups only when the experience, message, timing, or offer should change.
Use behavior and lifecycle state to decide who receives what and when.
Read conversion beside retention, expansion, satisfaction, and intervention cost.
AI increases delivery leverage. It does not replace the evidence standard.
AI can accelerate message and treatment exploration, but approved evidence, brand rules, and experiment design constrain the output.
Structured content and product workflows with validation gatesModels help synthesize journey signals and surface patterns; analysts still define the cohort, denominator, and decision threshold.
Experiment analysis, journey review, and executive readoutsWhen AI, segmentation, content, and delivery ship as a bundle, I report the bundle—not an invented claim that the model caused the lift.
NRG CDP and experimentation treatmentThe strongest evidence is in onboarding, activation, segmentation, personalization, nurture, upsell, and retention experimentation. I do not extend it into unsupported ownership of subscription billing recovery or cancellation programs.
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