Sunday, April 12, 2026

5 signals

AI-native companies (Jasper, Runway, Perplexity, Cursor, Replit) are achieving 3-5x faster product development by leveraging AI throughout their stack, enabling rapid iteration and feature velocity
The emerging AI growth playbook favors product-led growth over traditional sales-led models - viral mechanics and self-serve adoption replace expensive GTM teams when products deliver immediate value
AI productivity multipliers (10x gains cited) allow smaller teams to compete with incumbents, fundamentally changing unit economics and enabling new companies to reach scale faster with less capital

Low engagement is a symptom, not the problem—root causes fall into three categories: changed business problem, departed champion, or no internal owner
Most CSMs skip the critical pre-call audit (5 min, 3 questions) that distinguishes what they know from what they're assuming about account health
Standard 30-60-90 day recovery plans fail because they prescribe solutions before diagnosing which of the three root causes is actually present
Re-engagement plays that start with 'usage is down, here's how to fix it' anchor the conversation on symptoms and signal the CSM hasn't done discovery work
Each root cause requires a completely different response—running the same playbook across all three wastes time on unrecoverable accounts

GitHub Copilot launched in Spring 2021, 18 months before ChatGPT became mainstream
AI coding tools were the first major commercial application of LLM technology
Competition is intensifying between OpenAI, Google, and Anthropic in the coding space