Geoff Woo: Founders Still Market Software Multiples with Labor Arbitrage
Geoff Woo pointed out that the most ridiculous economic illusion in the tech circle today is that founders still market software using a labor arbitrage model while demanding high valuation multiples for software companies.
He believes this high gross margin is merely a temporary bug, as AI agents are about to consume entire organizational structures.
Traditional startups rely on labor cost advantages to achieve high valuations, while AI agent infrastructure companies benefit from accelerated substitution effects, with funds flowing from labor-intensive SaaS projects to autonomous agent platforms.
Source: Public Information
ABAB AI Insight
Geoff Woo, as a well-known investor, has long observed the impact of AI on the labor market and has repeatedly warned that traditional SaaS models will be disrupted by agentic systems. This viewpoint continues his judgment path from "software eating the world" to "agents eating organizations."
On the capital front, founders are still trying to raise funds with the story of "reducing labor costs," but AI agents, through autonomous execution, are shifting resources from employee salaries to computing and toolchain investments, motivated by achieving zero employees or extremely low labor cost operations, strategically allowing a single founder to leverage million-dollar businesses.
Similar to the early SaaS transition from manual services to software automation, current AI agents are in the expansion phase from auxiliary tools to fully consuming middle and back-office functions, with cases like Polsia already serving as early validations.
Essentially, this is a technology-driven restructuring of the industrial chain. The increased autonomy of AI agents changes the pricing power structure of company operations; the mechanism is that once agents consume the organizational structure, the traditional labor arbitrage narrative becomes ineffective, prompting capital to concentrate from high labor, low gross margin models to high gross margin, zero labor AI-native companies, leading to a structural collapse of enterprise construction costs.
ABAB News · Cognitive Law
Labor arbitrage is an illusion; consumption by agents is the endgame.
Today's high gross margins will become costs that are consumed tomorrow.
The larger the organizational structure, the faster it will be replaced by AI.