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Industry

AI use cases in education

The most documented AI use cases in education are student enrollment assistant, AI tutor for students and library AI research assistant, across 55 public deployments by 54 organizations. Schools, universities and training providers: student service, tutoring, admissions and administration.

Use cases
11
Deployments
55
Organizations
54
Outcome disclosed
75%

The 10 most common AI use cases in education

Ranked by the number of education organizations with a public deployment, as of 11 November 2026.

  1. 1
    AI assistant for student enrollment and student services

    A student enrollment and services assistant is an AI assistant that answers admitted and current students' questions about admissions, financial aid, registration, housing and deadlines.

    12 organizations
    28% contact deflection
    one deployment, vendor claim
  2. 2
    AI tutor that coaches students through problems

    An AI tutor for students is a tool that works with a student on course material in conversation, asking questions and giving hints instead of handing over answers.

    10 organizations
  3. 3
    AI research assistant in university library search

    A library AI research assistant answers a research question typed in plain language with a brief overview and selected sources drawn from the search results of the library's discovery system.

    6 organizations
  4. 4
    AI predictive analytics for student retention and advisor outreach

    Student retention analytics is a predictive model that scans each enrolled student's academic and engagement data daily to alert an advisor when a student drifts off track.

    5 organizations
  5. 5
    AI video analytics and screening for physical security

    Physical security video analytics is AI that watches camera feeds or walk through sensors at a site and flags a likely weapon, intrusion or theft.

    5 organizations
  6. 6
    AI academic advising assistant for course selection and degree requirements

    An AI academic advising assistant is an AI chatbot that answers students' questions about degree requirements, course selection, prerequisites and majors.

    4 organizations
  7. 7
    AI assistant for teachers: lesson planning and classroom resources

    An AI lesson planning assistant is software that drafts lesson plans, slides, quizzes and worksheets from a teacher's learning goal, which the teacher edits and checks before using in class.

    4 organizations
    52.5% productivity gain
    one deployment, organization claim
  8. 8
    AI support for university admissions application review

    AI admissions application review is software that reads parts of a university application, such as essays or grades and activities, and gives staff a score or recommendation; people still decide admission.

    4 organizations
    88% accuracy
    one deployment, organization claim
  9. 9
    AI assisted proctoring and integrity monitoring for remote exams

    Exam and assessment integrity AI supports the integrity of a remote, high stakes exam by verifying a test taker's identity and watching for signs of cheating.

    3 organizations
  10. 10
    AI scoring of essays and written answers in assessments

    AI scoring of written responses is AI that scores students' essays and short written answers against a rubric for a testing program.

    1 organization

11 Education use cases

54 organizations in 11 countries run these use cases in public. 75% of those 55 deployments disclose a measurable outcome.

Education

AI academic advising assistant for course selection and degree requirements

An AI academic advising assistant is an AI chatbot that answers students' questions about degree requirements, course selection, prerequisites and majors. It works from the institution's own catalog and advising documents, so students get quick answers to routine questions and are directed to a human advisor for anything that needs judgment, is time sensitive, or falls outside what the assistant can see.

Deployments
4 public, best grade B
Autonomy
Assist
Education

AI assistant for student enrollment and student services

A student enrollment and services assistant is an AI assistant that answers admitted and current students' questions about admissions, financial aid, registration, housing and deadlines. It answers them by text message and web chat, sends timely reminders for the tasks each student still has to complete, and hands personal or complex cases to staff.

Deployments
12 public, best grade B
Reported contact deflection
28%
Empire State University, vendor claim
Education

AI assistant for teachers: lesson planning and classroom resources

An AI lesson planning assistant is software that drafts lesson plans, slides, quizzes and worksheets from a teacher's learning goal, which the teacher edits and checks before using in class. It works from the school's curriculum and leaves teaching, marking and every pupil facing decision to the teacher.

Deployments
4 public, best grade B
Reported productivity gain
52.5%
Woodland Academy Trust, organization claim
Education

AI assisted proctoring and integrity monitoring for remote exams

Exam and assessment integrity AI supports the integrity of a remote, high stakes exam by verifying a test taker's identity and watching for signs of cheating. It analyzes behavior such as typing patterns, facial matching and session activity for signs of impersonation or unauthorized help, and flags sessions for a trained human reviewer to decide, rather than letting a model issue an automated finding of misconduct on its own.

Deployments
3 public, best grade B
Autonomy
Supervised agent
Education

AI predictive analytics for student retention and advisor outreach

Student retention analytics is a predictive model that scans each enrolled student's academic and engagement data daily to alert an advisor when a student drifts off track. It checks a broad set of risk factors, such as a failing grade in a required course, a missed registration deadline or disengagement, and triggers a timely, personal outreach so a person follows up while there is still time to help.

Deployments
5 public, best grade C
Autonomy
Supervised agent
Education

AI research assistant in university library search

A library AI research assistant answers a research question typed in plain language with a brief overview and selected sources drawn from the search results of the library's discovery system. It helps users start a search and does not replace the library's catalog, databases or librarians.

Deployments
6 public, best grade B
Autonomy
Assist
EducationGovernment and public sector

AI scoring of essays and written answers in assessments

AI scoring of written responses is AI that scores students' essays and short written answers against a rubric for a testing program. It is trained on responses scored by human raters, with human raters rescoring a sample of responses and every response the engine is unsure about; in hybrid programs such as Texas, a human score is the score of record whenever a human scores a response.

Deployments
3 public, best grade B
Autonomy
Supervised agent
Education

AI support for university admissions application review

AI admissions application review is software that reads parts of a university application, such as essays or grades and activities, and gives staff a score or recommendation; people still decide admission. It speeds up the first read of a very large pool and applies one rubric to every file.

Deployments
4 public, best grade B
Reported accuracy
88%
Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, organization claim
Media and entertainmentEducation

AI transcription, subtitles and captions for audio and video

AI transcription and captioning is AI that transcribes recorded audio and video, such as podcasts, broadcasts, lessons, interviews and hearings, in several languages. It separates the speakers and produces timed transcripts, subtitles and captions for a human editor to check, delivered as files for publishing or the archive.

Deployments
7 public, best grade B
Reported cost reduction
50%
Warner Bros. Discovery, vendor claim
Education

AI tutor that coaches students through problems

An AI tutor for students is a tool that works with a student on course material in conversation, asking questions and giving hints instead of handing over answers. It is grounded in the course content, set up by the school or teacher, with limits on use and a clear route to a human teacher.

Deployments
10 public, best grade B
Autonomy
Assist
Retail and ecommerceEducation

AI video analytics and screening for physical security

Physical security video analytics is AI that watches camera feeds or walk through sensors at a site and flags a likely weapon, intrusion or theft. It works in real time or on search, and leaves the verification and every response action to a human guard or investigator, rather than acting on its own.

Deployments
13 public, best grade B
Reported search time reduction
at least 90%
Kogan, vendor claim

Free PDF playbook

AI use cases in education: the playbook

11 use cases with deployments, value, playbooks and governance, in one document for your team.

What the evidence says

Computed from the 55 public deployments behind these use cases at education organizations. Numbers update with every checked record.

Business functions
AI patterns used
Deployments by stage
  • Announced
    1
  • Pilot
    10
  • Production
    26
  • Scaled
    16
  • Paused or rolled back
    2
Public deployments by region
  • North America
    39
  • Europe
    8
  • Middle East
    3
  • Asia Pacific
    3
  • Africa
    2

Organizations with a public deployment

  • Adelphi University
  • Auburn University
  • Austin Peay State University
  • Brockton Public Schools
  • Charlotte-Mecklenburg Schools
  • Chelsea School District
  • Donald and Barbara Zucker School of Medicine at Hofstra/Northwell
  • Duolingo
  • ETS
  • East Baton Rouge Parish Schools
  • Educational Testing Service (ETS)
  • Eedi
  • Elon University
  • Empire State University
  • Georgia State University
  • Gwinnett County Public Schools
  • Hamilton County Schools
  • Harvard College
  • Harvard University
  • Imperial Business School
  • KU Leuven Association (LIBIS, KU Leuven Libraries)
  • Khalifa University
  • Ministry of Education (Jordan)
  • Ministry of Education, Singapore
  • Muleshoe Independent School District
  • NSW Department of Education
  • NYU Grossman School of Medicine
  • North Carolina Central University
  • Oak National Academy
  • Pearson VUE
  • Sharjah Maritime Academy
  • Spokane Public Schools
  • UC Merced Library
  • UHasselt (Hasselt University) Library
  • University of Arizona Eller College of Management
  • University of Cape Town
  • University of Central Florida
  • University of Florida
  • University of Hawaii
  • University of Manitoba Libraries
  • University of Maryland Eastern Shore
  • University of North Carolina at Chapel Hill
  • University of Northampton
  • University of South Alabama
  • University of Utah
  • University of West Florida
  • University of Westminster
  • Utica City School District
  • Virginia Commonwealth University
  • Virginia Tech
  • Waseda University Library
  • Washburn University
  • Woodland Academy Trust
  • World Bank

The same use cases in other industries

16 public deployments at 16 organizations outside education run these use cases too. They are not counted in the numbers above; each use case page shows them.

Other industries

Frequently asked questions

What are the most common AI use cases in education?
Counted by education organizations with a public deployment, the most common are AI assistant for student enrollment and student services (12 organizations), AI tutor that coaches students through problems (10 organizations), AI research assistant in university library search (6 organizations), AI predictive analytics for student retention and advisor outreach (5 organizations) and AI video analytics and screening for physical security (5 organizations). The library documents 11 AI use cases in education, 11 of them with a public deployment: 55 deployments by 54 organizations in 11 countries.
How many of these AI deployments are live in production?
42 of the 55 public deployments are live: 26 in production and 16 scaled across the organization. 10 are pilots and 1 are announced.
Which AI use cases in education are high risk under the EU AI Act?
3 use cases fall in the high risk tier: AI assisted proctoring and integrity monitoring for remote exams, AI scoring of essays and written answers in assessments and AI support for university admissions application review. For 5 other use cases the tier depends on design, for example whether the system decides on access to an essential service. Each use case page explains its tier and what it requires. This is not legal advice.
Where do these numbers come from?
From the Blits.ai AI Use Case Library. Every deployment is a public record of a named organization with a cited source, and every number is computed from those records. Data as of 11 November 2026.

Explore the library

State of AI in education

Where AI runs in this industry, compared with the whole library.

EU AI Act in education

Which of these use cases are high risk, and why.

All AI use cases

Search and filter the whole library.

State of AI Use Cases

Aggregate findings across every record.

KPI benchmarks

Definitions and reported values per KPI.

Methodology

How every record is verified and graded.