Pounce
2016Mainstay (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.
Field Atlas
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.
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
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%.
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.
Element451
800+ US campuses
USA · North America
Agentic platform automating the full enrollment funnel: lead conversion, application triage, fraud detection, yield.
Gravyty / Ivy
Hundreds of US colleges
USA · North America
Generative 24·7 chatbot across chat, text, email and social for admissions and student services.
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.
Deakin (in-house)
Deakin University
Australia · Asia-Pacific
University-built personal assistant handling ~12,000 student conversations per day across timetables, results and library.
Imperial College London (in-house)
Imperial College London
UK · Europe
Chatbot trained on the institutional Success Guide; answers student queries across the academic journey.
Four Kitchens / Yale
Yale University
USA · North America
AI chatbot streamlining campus information access and reducing administrative load on staff.
Harvard / OpenAI
Harvard (+35 universities via CS50x)
USA · Global
Rubber-duck debugging tutor for Harvard's CS50; designed to guide rather than answer.
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.
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.
OpenAI
Arizona State University
USA · North America
First higher-ed ChatGPT Enterprise deployment: personalised tutoring, AI avatars, course-building, hundreds of faculty projects.
OpenAI
California State University (23 campuses)
USA · North America
Largest ChatGPT Edu deployment to date: 460k students + 63k staff, $17M state-funded initiative.
Vanderbilt / AWS Bedrock
Vanderbilt University
USA · North America
Open-source GenAI sandbox grown from 25 to 17,000+ users. Source code released publicly.
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.
Oxford (in-house)
University of Oxford (MPLS)
UK · Europe
AI chatbot for personalised CS course selection and navigating faculty expertise.
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.
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
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.
Consensus
HKUST Library evaluation (+ many libraries)
Hong Kong / Global · Asia-Pacific
AI search engine surfacing evidence-backed consensus from peer-reviewed papers.
Microsoft Azure / Solliance
Yale University
USA · North America
Multi-modal GenAI tool for all Yale community; part of a $150M+ five-year AI investment.
Microsoft
University of South Florida
USA · North America
Early HE adopter of M365 Copilot for institution-wide staff workflows + student ambassador programme.
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.
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.
EAB
850+ US institutions
USA · North America
Predictive appointment scheduling and risk-flagged early-alert routing for advising sessions at scale.
Pepperdine + Workspace for Education institutions
Global · Global
Smart scheduling suggestions and meeting summarisation for faculty and admin staff.
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.
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.
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 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.
GPTZero / Anthology
Anthology Blackboard institutions (beta)
Global · Global
Native AI detection in Blackboard assignment submissions, reaching millions of students.
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.
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.
UOC (in-house)
Universitat Oberta de Catalunya
Spain · Europe
Institutional AI framework for teaching, management, services and staff upskilling within an explicitly ethical framework.
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.
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.
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.
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.
Where the documented evidence concentrates today. Bar length = number of catalogued deployments.
Who is actually shipping AI to universities today — and across which use cases.
EAB
2 institutions
Imperial College London (in-house)
1 institutions
2 institutions
OpenAI
2 institutions
Microsoft
2 institutions
Mainstay (ex-AdmitHub)
1 institutions
Mainstay
1 institutions
ATICA (in-house)
1 institutions
Element451
1 institutions
Gravyty / Ivy
1 institutions
Deakin (in-house)
1 institutions
Four Kitchens / Yale
1 institutions
Harvard / OpenAI
1 institutions
Georgia Tech / IBM Watson
1 institutions
Vanderbilt / AWS Bedrock
1 institutions
Khan Academy
1 institutions
Oxford (in-house)
1 institutions
Elicit Inc.
1 institutions
Scite
1 institutions
Consensus
1 institutions
Microsoft Azure / Solliance
1 institutions
Microsoft + Google + OpenAI
1 institutions
Ex Libris / Clarivate
1 institutions
ITHAKA / JSTOR
1 institutions
Turnitin
1 institutions
GPTZero Inc.
1 institutions
GPTZero / Anthology
1 institutions
University of Michigan (in-house on Azure)
1 institutions
UOC (in-house)
1 institutions
ASIC — UPV (in-house)
1 institutions
SdIC — UC3M (in-house)
1 institutions
Universidad CEU (in-house)
1 institutions
Stanford University IT (in-house)
1 institutions
Yale University (in-house)
1 institutions
Reference points for benchmarking institutional AI strategy.
Annual sector-wide survey of 900+ HE IT professionals on AI adoption, policy and risk in US higher education.
↗JISC National Centre for AI · 2024Framework for UK institutions to assess and communicate their AI adoption maturity; updated post-ChatGPT.
↗European University Association · 2021+Reports and surveys tracking 800+ European universities across 48 countries on AI policies and governance.
↗CRUE Universidades Españolas · 2023Foundational Spanish reference report on generative AI in university teaching for 76 public and private universities.
↗OECD · ongoingPolicy database tracking national AI-in-education strategies across OECD member states, including higher education.
↗HolonIQ · 2024180+ page market intelligence on AI investment, adoption and strategy across post-secondary education worldwide.
↗Russell Group (24 leading UK universities) · 2023Joint principles on responsible generative AI in teaching and assessment; triggered institution-level policies at Oxford, Cambridge, Imperial, UCL, LSE…
↗KU Leuven · 2024Institutional framework for responsible and critical use of GenAI in education and research — academic standards, copyright, data protection.
↗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.