vedant

Analyzed platform ecosystems for hyperscaler clients including Microsoft, AWS and Google Cloud, benchmarking competitor distribution models, partner networks and platform monetization strategies. Designed internal AI research workflows that reduced consulting research effort and project delivery time by 33% across live client engagements. Synthesized ecosystem, pricing and competitive data into recommendations supporting platform strategy, business analysis and client decision-making.

Executed product-led growth initiatives across targeted technology communities, generating over 1M engagements while contributing to product adoption and community expansion. Benchmarked horizontal versus vertical AI platforms, analyzing product positioning, competitive differentiation and go-to-market approaches. Researched enterprise AI adoption, developer ecosystems and market trends, turning qualitative and quantitative findings into product and growth insights.

Conducted customer, competitor and product research for conversational AI workflows, translating findings into product requirements, system specifications and API integrations. Collaborated on building a production conversational AI platform using microservices, achieving over 90% user satisfaction during closed testing. Worked across engineering and product teams to improve onboarding flows, system architecture and infrastructure for AI-powered financial workflows.

Built an independent technology media studio exploring emerging products, markets and business models, with work spanning product strategy, market research and technical communication. Publish original analysis through Hybrid Economies, examining emerging technologies, products, markets and changes in digital economies. Developing a structured knowledge base of technology products, markets and competitive intelligence to support research, analysis and future product initiatives.