My Blog

Manual VoC sprints don't scale. AI sentiment and theme detection now synthesize thousands of signals in real time. Here's the playbook for VoC programs that actually drive product decisions.28 min read

66% of B2B customers stop buying after poor onboarding. Here's the TTV optimization framework that gets users to value in under 10 minutes — with role-based personalization.30 min read

Seat-based pricing dropped from 21% to 15% adoption in 12 months. Here's why it's dying, what's replacing it, and how to migrate without a revenue cliff.32 min read

VCs are discounting feature-based moats. AI replicates complex features in weeks. Here's where real SaaS defensibility comes from now — and how to build it.28 min read

AI accelerated development 50% but roadmap starvation is real. Here's the profit-first prioritization framework for teams drowning in what's possible.30 min read

PLG alone can't close enterprise deals. Traditional sales ignores product signals. Product-led sales combines both — here's the complete implementation playbook.30 min read

40% of product teams don't experiment at all. Profit pressure demands rigor. Here's the complete playbook for building a data-driven experimentation culture in B2B SaaS.30 min read

MCP adoption hit 97M+ monthly downloads. SaaS companies that integrate early gain first-mover advantage with AI agents — here's the complete implementation playbook.28 min read

Buying committees expanded to 22 stakeholders, procurement drives 50%+ of cycles, and buyers pre-rank vendors with AI. Here's how to win deals in the new reality.30 min read

Dashboard-centric SaaS is being bypassed by AI agents. Here's the product design framework for building B2B tools where the interface is invisible and agents are the primary users.28 min read

A practitioner's playbook on PLG for AI products — cold start problem, aha moment engineering, onboarding design, team-led growth, PLG metrics, and a 12-week readiness audit.23 min read

A practitioner's GTM playbook for AI SaaS founders — ICP definition, positioning, pricing model selection, sales motion, and a 90-day sprint framework.24 min read

A founder's guide to AI product pricing strategy — usage-based models, cost structure, unit economics, tiering, and how to stop under-pricing your AI.23 min read

A practitioner's framework for positioning AI products — the 4 traps to avoid, April Dunford applied to AI, messaging hierarchy, and how to test and iterate.23 min read

Traditional SaaS metrics miss most of what makes an AI product healthy. Here's the complete 3-tier metrics stack for AI products, with benchmarks by stage.23 min read