3 articles
Unit EconomicsAggregate gross margin hides which AI features are profitable and which are destroying it. This guide covers how to build a per-feature gross margin tracking system that reveals the cost structure of each AI capability in your product and informs pricing tier design.
Unit EconomicsAI-native SaaS companies that ship to market at 45–55% gross margin can reach 70–75% within 24 months — but only if they follow a sequenced optimization roadmap. Here is the complete 24-month margin expansion playbook with milestones and metrics.
Vertical GTMWhy AI SaaS gross margins compress below traditional SaaS targets, the specific cost drivers (inference, training, fine-tuning, infrastructure), and the architectural and pricing strategies that restore 65–75% gross margin in AI-native products.