Aakash Gupta
Author of Product Growth
Verified Proof of Work Artifacts
2 items catalogedEach artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Aakash Gupta. Every entry undergoes editorial source verification.
AI Product Management Frameworks and Evaluation Rubrics
Formulated the foundational operational frameworks for AI PMs, detailing how to manage stochastic failure states, set confidence thresholds, and instrument telemetry for generative features.
Frameworks must be adapted when transitioning from deterministic classification to unstructured creative generation.
The Product Growth AI Playbook: Monopolies, Moats, and Copilots
Researched and published comprehensive strategic breakdowns analyzing pricing tiers, retention curves, and UX design patterns of breakout AI products (Cursor, Perplexity, Midjourney, GitHub Copilot).
Rapidly changing underlying inference costs require quarterly updates to pricing model assumptions.