Plan Change Pattern Review
A focused look at upgrade, downgrade, and lateral plan moves over a defined period — useful when you already know account switches are rare.
Kuala Lumpur · App analytics practice
See what actually happens when someone switches account or plan
We map the paths customers take between account types and pricing plans, then hand your team a ranked set of drivers and interventions — not another dashboard to maintain.
Flagship work: the Account & Plan Switch Audit — typically three to five weeks from kickoff to readout.
Who this is for
Teams who need a clear read on account and plan movement
If upgrades, downgrades, lateral plan moves, or account-type migrations are shaping your roadmap — and your events disagree with each other — we help you settle the story before you change packaging or billing rules.
Flagship engagement
Account & Plan Switch Audit
A structured review of how customers move between account types and pricing plans. You leave with a switch map, ranked drivers, and a short intervention list tied to your real events and plan catalogue.
Includes an intake workshop, cohort framing for switchers versus stayers, and a half-day readout. Does not include building software for your team or ongoing dashboard care.
Related work
Other ways to engage
Account Migration Behaviour Study
When customers move from personal to business accounts, merge profiles, or transfer ownership — we document the friction and drop-off points.
Switch Cohort Briefing
A facilitated half-day session that walks your team through a prepared cohort of recent switchers and stayers, then lands shared priorities.
From recent clients
What teams noticed after the work
“The audit showed our 'plan_changed' event fired on every invoice rewrite, so we had been celebrating switches that never happened. The corrected map changed which packages we protected first.”
“We expected a glossy deck. Instead we got a plain ranking of downgrade drivers tied to our billing calendar — useful, if a little blunt about our event gaps.”
Field notes
Recent writing on switch behaviour
How to read plan-switch timing against billing dates
Most plan changes cluster near renewal. Here is a practical way to separate billing-driven switches from product-driven ones.
Why account-type labels distort switch counts
If personal, team, and organisation accounts share events, your switch rates will lie. A short checklist for cleaner definitions.