For teams

Raise the floor on how your team works with AI.

The hidden tax on AI-assisted work isn't burnout — it's the time engineers lose every time they switch tasks and have to ground the AI from scratch. Linguist names that cost, measures it, and trains it down.

Lower context-switch cost

The headline outcome. Trained engineers re-ground the AI faster, resume paused conversations cleanly, and stop re-paying the same context tax on every task.

Floor-raising

Every completer reaches the Enabled tier — competent, deliberate use of AI for real work. No more long-tail of autocomplete users.

Measured, not self-reported

Every engineer assessed in an instrumented sandbox against a published rubric. Bracket placement before training, movement after.

How it works

Need something to walk into a budget conversation with? Read the one-pager →

Talk to us

We'll reply within two business days. The baseline audit is free and non-committal.