Faculty Intelligence Survey | Resonance with AI | ATRISI

Designed for faculty, HODs, and academic leaders. This goes deeper than a short readiness score so ATRISI can recommend the right FDP or redesign next step.

Full name

Organization / institution (optional)

Teaching redesign

How you redesign sessions and learning activities with AI

How often do you redesign a session or assignment with AI-assisted learning in mind?*

Where are you strongest today in AI-native teaching design?*

Rate your confidence redesigning a course module around AI without losing academic judgment.*

What usually blocks teaching redesign in your context?*

Assessment resilience

How assessments stay meaningful when students have AI tools

How ready is your assessment approach for students using AI tools?*

Which assessment shifts have you already tried?*

Rate how confident you are defending assessment integrity under AI use.*

Faculty AI fluency

Your practical AI workflow for planning, teaching, and feedback

Which best describes your day-to-day AI use as faculty?*

Where do you currently apply AI in academic work?*

Rate your comfort teaching peers how you use AI responsibly.*

Research enablement

How AI shows up in scholarly and research workflows

How is AI currently used in your research or scholarly workflow?*

Which research steps have you already accelerated with AI?*

Sponsorship

Institutional mandate, budget, and leadership coverage

What sponsorship do you have for faculty AI capability work?*

Budget posture for FDP / capability work in the next 1–2 quarters?*

Who is the primary decision owner for faculty AI enablement?*

Change leadership

How you move peers and departments through adoption

How often do peers ask you for guidance on AI in teaching?*

Rate your ability to lead a department-level AI teaching pilot.*

What change pattern fits you best?*

Capacity

Time, support, and delivery constraints

How constrained is your calendar for a 4–8 week faculty cohort?*

Which supports would make participation realistic?*

Rate how overloaded you currently feel with teaching + admin load.*

Aspiration

The institutional outcome you want in the next 12 months

What institutional outcome would make this FDP worth it in 12 months?*

How many faculty could you realistically bring into a first wave?*

If ATRISI could help your institution achieve only one thing over the next 12 months through Resonance, what should that be?*

Help us understand your teaching, research, and institutional AI readiness