Proofworks maps where AI is changing real work—and proves who can do the work that’s next.
Starting with placements. Building the hiring infrastructure a job market in motion actually needs.
Why now.
The routing layer between compressing seats and absorbing seats doesn’t build itself. That’s the company.
Workforce Transformation Index
The index compares the urgency of workflow change with the value of developing the people currently doing the work.
↑ How valuable it is to develop the people doing the work
→ How urgently the workflow needs to change
Click any cluster to see which jobs are changing, who can adapt, and where hiring is needed.
Bubble size = U.S. employment in the mapped occupations (BLS OEWS, May 2025).
How it actually works.
Adaptable people join Proofworks.
They build through real work—automating a workflow, improving a process, shipping something a company actually needed.
What they build becomes proof.
Proof is what companies pay for.
Capability becomes visible before the hiring decision — not after.
Some arrive ready. Others arrive with the judgment, ambition, and learning ability to become highly valuable operators.
Companies pay to access, hire, develop, redeploy, and retain the people who help them adapt faster.
The employer is the primary payer. Talent joins to become more valuable.
Every industry, not just tech
A national plumbing company has sales reps, dispatchers, and estimators. A logistics firm runs on coordinators and account managers. A hospital network has schedulers and claims teams. Every company adopting AI—in every industry—has operators worth developing. Most have no way to see which ones.
What recruiters and companies see
A Proofworks candidate doesn’t arrive as keywords on a resume. They arrive with what they’ve built: working automations, documented workflow improvements, systems with real outputs. You see the work before you see the person.
The larger vision
Placements are the starting point.
The infrastructure underneath them is the company.
Proofworks is the third iteration of a thesis I've been testing by building — not the first draft of a pitch.
An autonomous market-intelligence agent that detected hiring signals before roles were posted. Proved the demand signal exists upstream of the job board.
Rebuilt around who should be hired, not just when. Proved that mapping work-in-motion matters more than tracking openings.
The full thesis: if job titles are lagging indicators, capability proof has to replace them. The Workforce Transformation Index above is its first working artifact.
A sourced map of where GTM work is going: the Index’s second deep-dive, built on federal, university, and industry data.
I want to hear from candidates ready to prove what they can build, recruiters and companies facing capability gaps, and technical people who think proof-of-work talent infrastructure should exist.