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.

© 2026 Dra. María Luisa Gómez Jiménez. All rights reserved under the terms of CC BY-SA 4.0.

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 [Web resource]. Universidad de Málaga. https://www.uniagentic.app (CC BY-SA 4.0).

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