AACSB's 2026 standards never mention AI. That is a gigantic mistake.
Its own research says 97 percent of schools already cite AI in accreditation materials and nearly half lack the governance to manage it. The standards are silent.
AACSB’s standards page now describes the AACSB Global Standards for Business Education, the 2026 standards that follow the 2020 set. As of 9 October 2026, neither “artificial intelligence” nor “AI” appears anywhere in the standards. The only match on the page is AccredAI, a tool listed in the site menu.
What the standards do say is in Standard 4, on curriculum. Its introduction states that “digital literacy is essential for business leadership.” Standard 4.3 says curricula “cultivate responsible and ethical use of technology, emphasizing human judgment, critical evaluation, and appropriate application rather than mastery of specific tools or platforms.”
AACSB’s own research contradicts its standards
| What AACSB says elsewhere | What the 2026 standards say |
|---|---|
| Its AI framework series has grown to 84 schools and describes a shift “from AI awareness to AI literacy” | Nothing about AI literacy |
| Its webinar page says 97 percent of schools reference AI in their accreditation materials | Nothing that tells a review team what good AI practice looks like |
| The same page cites a survey in which nearly 45 percent of schools lack coordinated AI governance | No requirement for AI governance |
| It runs its own AI assistant for accreditation work | “Technology,” once, in general terms |
Schools are already reporting on AI to their accreditor. The accreditor has given them no standard to report against.
A review team has nothing to hold a school to
A standard can name the capability without naming a product
AACSB’s defenders say that a standard naming a technology dates quickly and that judgment matters more than tools. Both are true, and a standard can respect both and still say AI.
It could require that graduates can direct an AI system through a task, check its output, and disclose how it was used. It could require that a school has a written policy on AI in research and assessment. None of that would be out of date in five years. Without it, the slowest schools will read “technology” as the thing they already do.
Write the AI requirement AACSB left out
- State what every graduate must be able to do with these tools, and how you will assess it.
- Give faculty access to current models and time to use them. AACSB’s own framework calls faculty development the critical success factor.
- Set one policy for AI in research, teaching and assessment, and name who owns it. Nearly half of schools have not.
- Put it in your next accreditation report. A school that is ahead of the standard has nothing to redo when the standard changes.
The 2026 standards are required from 2027-28
The page describes 2026-27 as a phase-in year. Schools with continuous improvement review visits that year may choose the 2020 or the 2026 standards, and AACSB is looking for a small pilot group. For those visits in 2027-28 and beyond, the 2026 standards are required. Initial accreditation visits in 2026-27 stay under the 2020 standards. The page says changes are governed by a vote of the AACSB Accreditation Council and gives no vote date.