AI-Native Product Manager | Building the future where domain expertise ships as code
I'm a product manager with 13+ years across advertising, startups, and product leadership — now focused on a simple thesis: the best product specs in the AI era aren't documents, they're working skills.
I build open-source Claude skill collections that encode deep professional domain knowledge into reusable, composable AI capabilities. Think of them as product-managed expertise — scoped, tested, and ready to deploy.
Claude skills for marketing technology professionals. Email marketing, automation, analytics, SEO, paid advertising, and CRM — distilled into skills that help marketers deliver high-quality campaigns and optimize performance. Built from years of running growth at startups and leading campaigns at agencies like McCann and Publicis.
Claude skills for regulated financial services. Multi-jurisdiction coverage across financial advice, compliance, pensions, protection, mortgages, and wealth management. Designed for the reality of regulated environments where precision and documentation aren't optional.
Claude skills for SME operations. Finance, procurement, sales, credit, inventory, HR, customer service, and operations management — purpose-built for the resource constraints and multi-hat reality of small and medium enterprises.
Most AI adoption fails because it treats AI as a feature bolt-on rather than a product rethink. Skills flip that — they encode the how of professional work, not just the what. Every skill I ship is:
- Domain-grounded — built on real workflows, not generic prompts
- Jurisdiction-aware — because compliance isn't one-size-fits-all
- Composable — designed to work together, not in isolation
- Open source — expertise should be accessible
- Two-time founder — PitchNDA (secure file-sharing for creators) and Greenflip (D2C marketplace for Indian tribal artisans, recognized among India's Top 200 women-driven startups by NITI Aayog)
- Product & growth leadership — built a real-time cricket prediction platform reaching 1.2M monthly impressions; drove 15% lead growth through marketing automation
- Agency roots — McCann Worldgroup, Publicis Groupe, Scarecrow M&C Saatchi — multiple Abby Awards across FMCG campaigns
- MBA — University of Glasgow, Adam Smith Business School
- Chartered Manager (CMgr) | Y Combinator Startup School graduate
I'm interested in the intersection of product management and AI-native tooling — particularly how we encode professional expertise into systems that actually work in regulated, high-stakes environments.