Customer Success
Account health, implementation, workflow decisions and stakeholder communication.
Customer Success · AI Adoption · Product Operations
CUSTOMER-LED PRODUCT WORK
SELECTED CASE STUDIES
These are independent product and analytics projects. I distinguish what is observed, synthetic, proposed and measured on each project page.
A safer document-request workflow for B2B SaaS teams.
Using onboarding signals to find risk before adoption stalls.
A consent-led AI companion designed around human agency.
A service-recovery case study rooted in customer friction.
WHERE I FIT
Account health, implementation, workflow decisions and stakeholder communication.
Making AI useful, reviewable and safe inside customer-facing product workflows.
Using customer feedback and operational data to clarify what to improve next.
I define the research questions, product decisions, analysis and narratives. AI helps with research structure, drafting and implementation; I review every output and remain accountable for each claim.
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