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AI workflow product strategy
Find the AI use cases worth building, define the user promise, and turn technical constraints into a focused product direction.
Hi! I'm
Senior AI Product Manager & Product Systems Lead
I translate technical possibilities and messy operating problems into trusted AI workflows, clear product decisions, and measurable execution.
Review my profileAI Workflow Product
Turning AI-assisted work into evidence-backed decisions, human-approved execution, audit, and reusable learning.
Platform Strategy
Designing and scaling a lifecycle communication platform across email, push, WhatsApp, in-app, and SMS.
Product Strategy & UX
Reframing a trust-sensitive mobile experience around clearer discovery, decisions, and delivery.
How I build
I work between product strategy, technical architecture, user workflows, and operational reality. The outcome is a product system that makes the next decision, control point, and measurable result clearer.
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Find the AI use cases worth building, define the user promise, and turn technical constraints into a focused product direction.
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Design evidence, approval, failure, quality, and learning loops so AI-assisted execution remains reviewable and reliable.
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Convert repeated coordination across teams, systems, and channels into reusable product capabilities and measurable operating models.
Experience
Kalkine Solutions
Dec 2025 - Present
Own end-to-end product delivery across multi-region fintech products, aligning Engineering, Design, QA, Content, Marketing, and Compliance around stronger releases, platform upgrades, and measurable product outcomes.
Kalkine Solutions
Nov 2022 - Nov 2025
Led UX, SEO, analytics, and release-quality initiatives that improved retention, scaled North American traffic, and turned post-launch signals into better roadmap and delivery decisions.
Nebula Holdings
May 2017 - Oct 2022
Owned CRM and back-office product roadmaps, partnering with engineering on API architecture, system upgrades, and workflow improvements that increased team autonomy and operational scale.
Innov8 Coworking
Apr 2016 - Apr 2017
Built an internal event and visitor-management platform that replaced vendor tooling and improved operational efficiency for onsite teams.
Working notes
How to prioritize an investing platform backlog: frameworks, dependency mapping, value vs risk scoring, and examples of high-leverage feature themes.
Read articleA practical checklist for watchlists and portfolio tools: core features, UX patterns, trust signals, insights, and the metrics that prove users actually rely on it.
Read articleHow to design universal filters for investing dashboards that stay usable as features grow: personalization, dynamic metrics, tooltips, and trust-building empty states.
Read articleContact
If you are building AI workflow products, scaling a trust-sensitive platform, or hiring a senior product leader who can translate between product and engineering, I'd be glad to compare notes.