AI Economics and the Incumbent’s Dilemma
AI-Enabled Versus AI-Native Companies
AI-Enablement Is Not Enough: Why Incumbents Must Evolve
Why Traditional SaaS Strategies Are Falling Short
Why the SaaS Playbook No Longer Works
How AI Economics Breaks The SaaS Playbook
2026 AI Economics Playbook for Tech Incumbents
AI Economics: The New Rules for Incumbent Tech Companies

Overview
Challenges
Summary
Included in the full report
Three-way Competitive Landscape:
The tech market now includes stagnant incumbents, struggling SaaS leaders, and disruptive AI-native challengers, each with distinct business models and growth strategies.
Defensive Strategies Falling Short:
Traditional companies are merely augmenting existing offerings with AI features, failing to fundamentally rethink their business models.
Pricing Model Vulnerability:
The reliance on per-user pricing creates inherent conflicts with AI's efficiency, threatening core revenue for incumbents.
Urgent Transformation Required:
Companies must overhaul their architectures and strategies to support an AI-first approach, moving away from legacy systems.
Radical Cannibalization Strategy:
Incumbents must proactively disrupt their own models before being overtaken by agile AI-native firms, fostering innovation from within.
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