Redol AI
AI SaaS PM PLG AI Agent Indie Project
AI Agent for Social Media Content Production
PLG Growth Believer
Market opportunities define products, product experience drives growth.
Market opportunities define products, product experience drives growth.
Picked things I'm genuinely into.
AI Tools, PLG Growth, Vibe Coding, and Digital Marketing.
Projects I've built and currently working on, including cross-border e-commerce and AI SaaS products.
AI Agent for Social Media Content Production
3D + AI Agent SaaS for intelligent 3D asset production workflow, from mockup design to 3D configurators, animations, and scene rendering
AI-powered image editing SaaS platform, empowered 0-1 growth stage as PMF and SEM consultant
AI audio SaaS for musicians and music enthusiasts, developed as an indie project by a musician
Alt-style plush toy brand e-commerce, empowered 0-1 growth as digital marketing consultant with full SEO and brand strategy
ChatGPT Ads are entering conversion-focused buying, but they are not Google Search Ads yet. This article analyzes audience coverage, pricing, conversion efficiency, B2B and B2C fit, and a practical testing framework, positioning the channel as a high-intent research touchpoint rather than a direct replacement.
The real barrier in enterprise AI is rarely the model stack. Most failures come from role design, fear of value loss, unclear accountability, and uneven benefit sharing. Transformation works better when teams race by outcomes and real responsibility, not by tool rollout slogans.
Overly polished AI writing can reduce trust in business communication when authors outsource judgment and responsibility. This article explains how responsibility, decision quality, and accountability matter more than style tricks in emails, essays, and reports.
