Challenge
What I built
Business result
Proof
Keeping up with hundreds of product changes
Automated product-roadmap feed → filtered knowledge database → testing workflow
Replaces hours of manual monitoring; creates a reusable knowledge asset
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Creating a reliable company research brief
Multi-source agent system with defined source rules, verification and human review
Compresses repetitive research while improving consistency and traceability
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10+ hours spent manually testing software updates
Designed a system to identify changes → compare against curriculum → prioritize testing → flag human decisions
Cuts recurring testing work and focuses expert time on changes worth investigating
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Employees weren’t using the company’s AI tools
Diagnosed the actual workflow friction and redesigned everyday work around AI + better process
Moves AI from generic access to repeatable daily use
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Important decisions buried in notes and transcripts
Built an AI Chief of Staff workflow to extract owners, deadlines, conflicts and risks
Reduces manual follow-up and lost commitments
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