Audience
Test segmentation, intent signals, and channel-to-message fit to pull higher-quality demand into the system.
Checklist: ICP slices, pain-state match, intent scoring
We test acquisition, conversion, and retention as one connected system to expose the highest-leverage growth moves.
Labs / Experiment Domains
Test segmentation, intent signals, and channel-to-message fit to pull higher-quality demand into the system.
Checklist: ICP slices, pain-state match, intent scoring
Pressure-test value framing, proof density, and risk reversal to improve conversion intent.
Note: promise clarity before polish
Diagnose friction by stage and run targeted lift tests across landing, form, and handoff moments.
Check: step-drop analysis + speed blockers
Improve activation, retention, and expansion loops with trigger-driven experimentation.
Checklist: onboarding events, win-back logic
Iterate hooks, visual hierarchy, and CTA treatments to increase attention and action rates.
Note: concept velocity tracked weekly
Instrument clean event taxonomies and decision dashboards so every experiment resolves to a clear next move.
Checklist: event QA, attribution sanity, decision cadence
Operating model
A four-step rhythm that turns isolated experiments into a managed growth system with clear ownership, evidence, and next actions.
Step 01
Diagnose
Map funnel constraints, quantify leakage, and rank leverage points by expected revenue impact.
Step 02
Instrument
Align events, taxonomy, and QA checks so every test reads from trusted data baselines.
Step 03
Test
Run weekly experiment cycles with pre-registered success thresholds and documented learnings.
Step 04
Scale
Convert validated wins into playbooks, automation rules, and owner handoffs across the revenue team.