Field Atlas

AI agents already deployed in higher education

A rigorously sourced catalog of real-world AI agents and assistants in universities — every entry links to an official announcement, vendor case study, peer-reviewed paper or reputable press source. Use the filters to explore by use case and region.

39 entries

Admissions & enrollment

6

Pounce

2016

Mainstay (ex-AdmitHub)

Georgia State University

USA · North America

First US college SMS chatbot for admissions and summer-melt reduction. Peer-reviewed RCTs documented enrollment gains.

Mainstay AI Success Coaching

2018+

Mainstay

UMES, CSU Channel Islands, SC State, Adelphi (+100 more)

USA · North America

Conversational platform for enrollment holds and retention. UMES reduced enrollment holds by 95%.

LOLA

2018

ATICA (in-house)

Universidad de Murcia + UPCT

Spain · Europe

Early Spanish public-university chatbot guiding pre-enrollment and matrícula. One of the first conversational AI tools in Spanish HE.

Source: um.es

Element Admissions (Agent Teams)

2022+

Element451

800+ US campuses

USA · North America

Agentic platform automating the full enrollment funnel: lead conversion, application triage, fraud detection, yield.

Ivy.ai / Ocelot

2018+

Gravyty / Ivy

Hundreds of US colleges

USA · North America

Generative 24·7 chatbot across chat, text, email and social for admissions and student services.

Navigate360 AI

2023+

EAB

850+ institutions (10M students)

USA · North America

Higher-ed CRM with embedded ML and AI Chat Agent for prospect engagement and predictive risk scoring.

Source: eab.com

Student support / 24·7 chatbots

5

Genie

2017+

Deakin (in-house)

Deakin University

Australia · Asia-Pacific

University-built personal assistant handling ~12,000 student conversations per day across timetables, results and library.

Impy (on dAIsy)

2024

Imperial College London (in-house)

Imperial College London

UK · Europe

Chatbot trained on the institutional Success Guide; answers student queries across the academic journey.

askYale

2023

Four Kitchens / Yale

Yale University

USA · North America

AI chatbot streamlining campus information access and reducing administrative load on staff.

CS50 Duck (cs50.ai)

2023

Harvard / OpenAI

Harvard (+35 universities via CS50x)

USA · Global

Rubber-duck debugging tutor for Harvard's CS50; designed to guide rather than answer.

CharlieBOT

2023

SdIC — UC3M (in-house)

Universidad Carlos III de Madrid

Spain · Europe

Family of generative AI chatbots for student services, admissions and master's enrollment (e.g. IngiMatri), built and operated by the university's IT service.

Source: uc3m.es

Teaching & learning

7

Jill Watson

2016

Georgia Tech / IBM Watson

Georgia Institute of Technology

USA · North America

World's first documented AI teaching assistant, in the KBAI MOOC. Students could not distinguish it from human TAs.

ChatGPT Enterprise

2024

OpenAI

Arizona State University

USA · North America

First higher-ed ChatGPT Enterprise deployment: personalised tutoring, AI avatars, course-building, hundreds of faculty projects.

ChatGPT Edu

2025

OpenAI

California State University (23 campuses)

USA · North America

Largest ChatGPT Edu deployment to date: 460k students + 63k staff, $17M state-funded initiative.

Source: openai.com

Amplify

2024

Vanderbilt / AWS Bedrock

Vanderbilt University

USA · North America

Open-source GenAI sandbox grown from 25 to 17,000+ users. Source code released publicly.

Khanmigo

2024

Khan Academy

Eastern Kentucky University (peer-reviewed pilot)

USA · North America

Socratic GPT-4 tutor; coaches rather than answers. Studied for science concept learning in HE contexts.

CompSci Course Guide Chatbot

2024

Oxford (in-house)

University of Oxford (MPLS)

UK · Europe

AI chatbot for personalised CS course selection and navigating faculty expertise.

Gemini for Education

2024+

Google

Pepperdine + 1,000+ US institutions

USA / Global · Global

Gemini in Workspace for Education — reached 10M college students across 1,000+ US institutions by Sept 2025.

Research assistance

4

Elicit

2021+

Elicit Inc.

Stanford, MIT, Wake Forest (+ library guides worldwide)

Global · Global

Autonomous research agent for literature review; extracts claims and runs multi-step research workflows.

Scite.ai Smart Citations

2025

Scite

University of Kansas Libraries (institutional, 2025)

USA · North America

Classifies how each citing paper supports/contradicts a claim. KU launched full institutional access for all researchers.

Source: lib.ku.edu

Consensus

2024

Consensus

HKUST Library evaluation (+ many libraries)

Hong Kong / Global · Asia-Pacific

AI search engine surfacing evidence-backed consensus from peer-reviewed papers.

Yale GenAI Platform

2024

Microsoft Azure / Solliance

Yale University

USA · North America

Multi-modal GenAI tool for all Yale community; part of a $150M+ five-year AI investment.

Administrative & staff productivity

3

Microsoft 365 Copilot

2024

Microsoft

University of South Florida

USA · North America

Early HE adopter of M365 Copilot for institution-wide staff workflows + student ambassador programme.

Microsoft Copilot (M365)

2024

Microsoft

Princeton University

USA · North America

First officially supported GenAI tool for Princeton faculty and staff under the A3/A5 education licence with enterprise data protection.

AI-Empowered University System

2025

Microsoft + Google + OpenAI

California State University

USA · North America

Declared the US's first AI-empowered university system: 460k students + 63k staff across 23 campuses with multi-vendor tools.

Scheduling & timetabling

2

Navigate360 — Advising scheduling

2023+

EAB

850+ US institutions

USA · North America

Predictive appointment scheduling and risk-flagged early-alert routing for advising sessions at scale.

Source: eab.com

Gemini in Workspace (Calendar / Meet)

2024+

Google

Pepperdine + Workspace for Education institutions

Global · Global

Smart scheduling suggestions and meeting summarisation for faculty and admin staff.

Library & knowledge services

2

Primo Research Assistant

2024

Ex Libris / Clarivate

Hundreds of Primo VE libraries worldwide

Global · Global

GenAI conversational discovery in the library catalogue; surfaces five targeted articles from licensed holdings with summaries.

JSTOR AI Research Tool

2024

ITHAKA / JSTOR

All JSTOR-participating institutions (~10,000)

Global · Global

Free embedded AI for topic identification, article/chapter summarisation and open-ended questions over JSTOR's trusted corpus.

Academic integrity

3

Turnitin AI Writing Detection

2023

Turnitin

~16,000 institutions in 140+ countries

Global · Global

AI writing detection integrated into similarity tool. Adopted by U. Melbourne; UC Berkeley and Vanderbilt opted out over false positives.

GPTZero

2023

GPTZero Inc.

University of Louisiana System (9 institutions), SUNY Brockport

USA · North America

First system-level AI-content detection deployment via K16 Solutions data warehouse integration.

Source: gptzero.me

GPTZero × Blackboard

2023

GPTZero / Anthology

Anthology Blackboard institutions (beta)

Global · Global

Native AI detection in Blackboard assignment submissions, reaching millions of students.

Source: gptzero.me

Cross-cutting GenAI platforms

7

U-M GPT Toolkit (U-M GPT, Maizey, AI Sandbox)

2023

University of Michigan (in-house on Azure)

University of Michigan

USA · North America

First university worldwide with a full-community closed GenAI platform — privacy-preserving and free of charge.

dAIsy

2024

Imperial College London (in-house)

Imperial College London

UK · Europe

Single-interface GenAI platform aggregating GPT-4o, Claude and DeepSeek with SSO and institutional governance.

SofIA

2025

UOC (in-house)

Universitat Oberta de Catalunya

Spain · Europe

Institutional AI framework for teaching, management, services and staff upskilling within an explicitly ethical framework.

Source: uoc.edu

PoliGPT

2025

ASIC — UPV (in-house)

Universitat Politècnica de València

Spain · Europe

Sovereign GenAI chatbot running on UPV's own servers — no external cloud. Outperforms general models on UPV-specific queries and powers multiple internal services.

Source: upv.es

GPT CEU

2024

Universidad CEU (in-house)

Universidad CEU Cardenal Herrera / UCH-CEU

Spain · Europe

Institutional GenAI assistant rolled out to the whole CEU university community, presented by the Vice-Rectorate for Academic Organisation and Digitalisation.

AI Playground

2024

Stanford University IT (in-house)

Stanford University

USA · North America

Stanford-managed multi-model platform (OpenAI, Google, Anthropic) offering a safer environment for low- and moderate-risk institutional data.

Clarity

2024

Yale University (in-house)

Yale University

USA · North America

Yale's secure, scalable AI platform giving faculty, students and staff access to multiple frontier models (GPT, Claude and others) with private data handling and self-service custom agents.

Geography of deployment

Where the documented evidence concentrates today. Bar length = number of catalogued deployments.

North America

21 deployments
  • USA21

Europe

8 deployments
  • Spain5
  • UK3

Global

8 deployments
  • Global6
  • USA1
  • USA / Global1

Asia-Pacific

2 deployments
  • Australia1
  • Hong Kong / Global1

Vendor & provider comparison

Who is actually shipping AI to universities today — and across which use cases.

  • EAB

    2 institutions

    Admissions & enrollmentScheduling & timetabling
    2
  • Imperial College London (in-house)

    1 institutions

    Student support / 24·7 chatbotsCross-cutting GenAI platforms
    2
  • Google

    2 institutions

    Teaching & learningScheduling & timetabling
    2
  • OpenAI

    2 institutions

    Teaching & learning
    2
  • Microsoft

    2 institutions

    Administrative & staff productivity
    2
  • Mainstay (ex-AdmitHub)

    1 institutions

    Admissions & enrollment
    1
  • Mainstay

    1 institutions

    Admissions & enrollment
    1
  • ATICA (in-house)

    1 institutions

    Admissions & enrollment
    1
  • Element451

    1 institutions

    Admissions & enrollment
    1
  • Gravyty / Ivy

    1 institutions

    Admissions & enrollment
    1
  • Deakin (in-house)

    1 institutions

    Student support / 24·7 chatbots
    1
  • Four Kitchens / Yale

    1 institutions

    Student support / 24·7 chatbots
    1
  • Harvard / OpenAI

    1 institutions

    Student support / 24·7 chatbots
    1
  • Georgia Tech / IBM Watson

    1 institutions

    Teaching & learning
    1
  • Vanderbilt / AWS Bedrock

    1 institutions

    Teaching & learning
    1
  • Khan Academy

    1 institutions

    Teaching & learning
    1
  • Oxford (in-house)

    1 institutions

    Teaching & learning
    1
  • Elicit Inc.

    1 institutions

    Research assistance
    1
  • Scite

    1 institutions

    Research assistance
    1
  • Consensus

    1 institutions

    Research assistance
    1
  • Microsoft Azure / Solliance

    1 institutions

    Research assistance
    1
  • Microsoft + Google + OpenAI

    1 institutions

    Administrative & staff productivity
    1
  • Ex Libris / Clarivate

    1 institutions

    Library & knowledge services
    1
  • ITHAKA / JSTOR

    1 institutions

    Library & knowledge services
    1
  • Turnitin

    1 institutions

    Academic integrity
    1
  • GPTZero Inc.

    1 institutions

    Academic integrity
    1
  • GPTZero / Anthology

    1 institutions

    Academic integrity
    1
  • University of Michigan (in-house on Azure)

    1 institutions

    Cross-cutting GenAI platforms
    1
  • UOC (in-house)

    1 institutions

    Cross-cutting GenAI platforms
    1
  • ASIC — UPV (in-house)

    1 institutions

    Cross-cutting GenAI platforms
    1
  • SdIC — UC3M (in-house)

    1 institutions

    Student support / 24·7 chatbots
    1
  • Universidad CEU (in-house)

    1 institutions

    Cross-cutting GenAI platforms
    1
  • Stanford University IT (in-house)

    1 institutions

    Cross-cutting GenAI platforms
    1
  • Yale University (in-house)

    1 institutions

    Cross-cutting GenAI platforms
    1

Catalogs, observatories & frameworks

Reference points for benchmarking institutional AI strategy.

Gaps & under-reported areas

Where public evidence is thin — useful caveats for the talk.

Methodology

Compiled from official university websites, vendor press releases, EDUCAUSE Review, Inside Higher Ed, The Harvard Crimson, iTnews, CNBC, TechCrunch and peer-reviewed proceedings. Entries without a verifiable primary source were excluded.

Authored by Dra. María Luisa Gómez Jiménez · University of Málaga0000-0002-3358-786X

Licensed under Creative Commons Attribution-ShareAlike 4.0 International (CC BY-SA 4.0). You may share and adapt this material for any purpose, even commercially, provided you give appropriate credit and distribute your contributions under the same license.

Suggested citation: Gómez Jiménez, M. L. (2026). UniAgent.Lex — AI Agents in the Agentic University: A Regulatory Atlas. University of Málaga. CC BY-SA 4.0.

© 2026 Dra. María Luisa Gómez Jiménez · University of Málaga0000-0002-3358-786XCC BY-SA 4.0