Keep the people who know your business. Give them the AI skills, tools, and workflows the frontier is shipping — benchmarked against a median that moves daily. Stand still, and they'll fall behind by default.
Your best people were 1.0x the day you hired them. Most teams sit below the median for their roles today — and the median moves monthly. Not because they got worse. Because the floor rose and nobody moved them with it.
2023Photograph · on fileReads 9 points above the 2023 role median.
2026Photograph · on fileThe same work, without AI leverage, now reads 18 points below a median that kept moving.
The people who know your customers, ops, and hard-earned relationships aren't the problem. The skill gap is. Keep context inside the company, move your team onto AI tools and workflows that the frontier already uses, and get the business to the right side of the median before the market moves past it.
Industry-current curriculum. Rebuilt every quarter against what frontier teams are actually shipping — not last year's playbook.
People benchmarked to their actual jobs. Each employee is measured against the live median for the role they do, not generic AI fundamentals.
People re-benchmarked on your cadence. Quarterly, semi-annual, or annual — skip a cycle and that person's multiplier starts sliding back.
An enterprise adoption blueprint, engineered from live benchmark data on what frontier models and teams are actually shipping — mapped to your stack, your team, and your goals.
Every person measured against the rolling 30-day median for the role they actually do — across 160+ AI-proficiency signals.
Every skill, tool, and workflow charted into one living graph — so you see exactly where your team sits behind the frontier.
What to adopt first and what comes next — sequenced from what frontier teams are actually shipping, tuned to your stack.
Adoption, proficiency, and multiplier lift tracked quarter over quarter — so the investment stays ahead of a bar that rises daily.
Paul A. David, “The Dynamo and the Computer: An Historical Perspective on the Modern Productivity Paradox,” American Economic Review, 1990 · read the paper
Right now, someone in your market is rebuilding the way work gets done. It isn't you — yet. Every quarter you wait, their lead compounds and your team slips further below a median that doesn't wait for budget cycles.
There are two ways to close the gap. The third option is the one most companies choose — wait, and become the case study.
Your team already knows the business. Train them to the frontier and re-benchmark as the bar moves — before the market reprices them.
Keep your people →Path 02Some gaps can't wait for training. Bring in operators already certified against the current median of their role — ready now.
See certified talent →“If you're AI proficient, it's kind of like you come with 50 team members of your own.”
The host of the largest business podcast in the world hired me this year. In his words, he didn't just get me — he got fifty agents working alongside me: going through the business, re-architecting systems and upskilling employees through AI expertise. And the line for what counts as being AI Proficient keeps moving forward.
Your team is on one side of the line or the other — and right now, most leaders are guessing which. Don't guess. Measure where every person stands against a real-time benchmark for their role, and implement an AI-first infrastructure.
Every day you wait, your competitors get farther ahead.
Train your team once — then protect the investment as the bar keeps rising. Pick the cadence each role gets re-benchmarked against the live median: tighter for fast-moving teams, lighter for steady ones, so no one quietly slips below today's standard.
Core cohort starts at $460 per employee per quarter for training and the first benchmark. Re-benchmarking starts at the prices above. Candidate screens are separate and billed only when an applicant starts the test.
Replacing a senior means lost context, a 60-day search, onboarding, and a productivity gap. Keeping them above the median is a rounding error.
Lost context + 60-day search + onboarding + productivity drag.
Annual output differential in a knowledge-worker role.
Per employee / quarter. Re-benchmarked as the median moves, so the gap never opens.
We track what the frontier is shipping so your team doesn't have to. They stay on the work they're best at — we bring the strategy to them.
New opening, new function, no one internal to grow into it? Every operator we list is certified against the current median of their role before you ever see a profile. The marketplace is opening soon.
Start with a 15-minute team-gap check. We'll map your people to the work they actually do, show where the current benchmark sits, and tell you who needs training, re-benchmarking, or no action at all.
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