AI is making companies richer with fewer people and freelancers are contributing to those gains without sharing in them

[ed]

The economic model emerging from AI-driven productivity improvements has a structural problem that nobody in mainstream policy is addressing directly: the gains are flowing to shareholders and senior executives while the contractors and freelancers who help build, maintain, and operate the systems generating those gains have no mechanism to participate in them. Profit-sharing schemes, employee ownership trusts, and share option programs are all designed around the employment relationship, and that relationship is quietly being replaced by flat organizational structures that rely heavily on specialist independent workers. AI-centric companies are getting dramatically more profitable with smaller headcounts, and the flexible labor market that fills the gap between a lean permanent team and actual operational capacity is providing real value while sitting outside every framework designed to share that value back.
The policy proposals worth taking seriously operate at different levels of the contractor market. For sole traders and limited company directors, a hypothecated levy on large companies' AI-driven productivity gains channeled into a portable benefits fund could create sick pay credits, training allowances, and pension top-ups without creating a direct financial relationship between specific contractors and clients that would trigger employment status questions.

For umbrella and agency workers who technically have statutory entitlements already, the more useful intervention is enforcement rather than new benefit layers: mandatory transparent payslips, guaranteed holiday pay on leaving regardless of umbrella circumstances, and portable pension pots that follow workers between providers rather than resetting with each engagement. For longer-term freelancers who have built genuine businesses, restoring and strengthening Business Asset Disposal Relief would allow independent workers who thrive in a flat-org economy to eventually capture the value of the risk they took rather than simply collecting a day rate until they can no longer work. The common thread across all of these proposals is the recognition that the self-employed are no longer a niche at the margins of workforce policy. In an AI-driven economy built on flat organizations and specialist flexible labor, they are the workforce, and any serious attempt to distribute the gains from AI productivity needs to be built with them at the center rather than as an afterthought

[cryptoenthusiast]

A hypothecated levy on AI-driven productivity gains channeled into portable benefits is the most elegant policy proposal because it doesn't create employment status complications.