Does your staff actually know how to use AI? Measure it before you mandate it.

Before your institution writes an AI policy or buys training, run the diagnostic: five minutes per staff member, a readiness picture per faculty, and a record that stands in any review.

Interactive Enterprise Heatmap Preview

Department AI Literacy Mosaic

Visualize employee performance, composite scores, and team averages across your entire organization.

Workforce AI Heatmap

400 Employees Audit SampleOrg Average: 62/100

1. Executive & Strategy

30 people 路 Avg 71
C-Suite & Board78/100
Strategy & PMO68/100

2. Commercial & Revenue

110 people 路 Avg 52
Enterprise Sales56/100
SDR & Inbound38/100
Customer Success62/100

3. Engineering & Product

120 people 路 Avg 81
AI / ML & Data Science88/100
Core Engineering82/100
Product & Design75/100

4. Marketing & Growth

60 people 路 Avg 67
Performance & Growth71/100
Content & Brand63/100

5. Operations, HR & Legal

80 people 路 Avg 41
People Ops & HR47/100
Legal & Procurement37/100
04070100 Pending

A readiness picture per faculty

See which departments can already work with AI and which cannot - verified by a real task, not a survey.

Policy built on evidence

An AI policy written without knowing staff capability is a guess. The diagnostic gives the policy a baseline and every later review a comparison point.

Judging AI output is the core skill

The diagnostic measures whether staff can evaluate AI output rather than accept it - the skill under every academic integrity policy.

Five minutes per staff member

A short intake on role and tools, then one real, scored prompt task. No workshop to schedule, no teaching day lost.

The results come back as a heatmap per faculty, a readiness assessment per team, and a scorecard per person.

"We publish only real numbers. Diagnostic pilots are running now - ask in your demo for anonymized sample heatmaps and scorecards."
AITutoro Team

Mandates without measurement do not stick

Institutions that mandate AI training without a baseline get completion statistics and little else.

Measure first: the diagnostic shows who needs what, so training lands where the gaps are - and staff who already have the skill are not sat through a course they could teach.

Frequently asked questions

Ready to see where your staff stands?

A demo shows the diagnostic on your institution - faculty heatmap, team readiness, per-person records.