What LLMs cite
Centralized federated identity and SSO for university faculty and students
From recent prompt runs · United States · Updated November 3, 2026
GEOGrow tested this high-intent customer question across Gemini, Perplexity, and ChatGPT. Rankings below show which companies appeared most often in those responses — not who is independently the best.
Top brand
Shibboleth
Leads across all key metrics
AI engines mentioning
3 of 3
Shibboleth appears in 3 of 3 AI engines
#1 recommendations
1
Shibboleth was the #1 recommendation once.
AI answer share
100%
Shibboleth appears in 100% of answers in our tests
Top AI Answers
Which companies appear most often in AI responses?
Updated November 3, 2026
| # | Company | AI engines mentioning | #1 recommendations | AI answer share |
|---|---|---|---|---|
| 1 | Shibboleth Claim your company | 3 of 3 | 1 | 100% |
| 2 | InCommon Federation Claim | 3 of 3 | 2 | 100% |
| 3 | Microsoft Entra ID Claim | 3 of 3 | 0 | 100% |
| 4 | Okta Claim | 3 of 3 | 0 | 100% |
| 5 | Cirrus Identity Claim | 2 of 3 | 0 | 67% |
| 6 | Duo Security Claim | 2 of 3 | 0 | 67% |
| 7 | Apereo CAS Claim | 1 of 3 | 0 | 33% |
| 8 | Ping Identity Claim | 2 of 3 | 0 | 67% |
What Each AI Recommended
Recent answer snapshots by engine.
ChatGPT
+5 more in this answer
Gemini
+5 more in this answer
Perplexity
- 1. InCommon Federation
- 2. Shibboleth
- 3. Okta
- 4. Microsoft Entra ID
- 5. Duo Security
- 20. Internet2.edu
What LLMs cite
Sources cited in the most recent prompt runs for this question. The mix varies by engine.
- hellomongoose.com Benefits of Single Sign-On (SSO): Why Higher Ed Needs It
- acresecurity.com How Federated Identity Management works
- incommon.org Higher Education Solutions - InCommon
- oloid.com What is Federated SSO? Complete Identity Federation Guide
- searchinform.com What is Federated Identity and Federated Identity Management? - SearchInform
- chameleoncloud.readthedocs.io Sign In with Federated Identity
- incommon.org InCommon Federation
- oit.colorado.edu Federated Identity Service - Service Policy and Guidelines
Who's Winning in AI?
AI Leaderboard · Based on this buyer question
Shibboleth currently leads this conversation. AI visibility leadership is valuable — but competitive markets shift fast.
Shibboleth currently leads this conversation.
- #1 Shibboleth 100%
- #2 InCommon Federation 100%
- #3 Microsoft Entra ID 100%
- #4 Okta 100%
- #5 Cirrus Identity 67%
- #6 Duo Security 67%
- #7 Apereo CAS 33%
- #8 Ping Identity 67%
Get ahead of the competition
Defend this answer before competitors close the gap.
Multiple businesses already appear in this answer set. Claim your company, improve your visibility, and compete for the recommendations students and institutions will actually see.
Leading in AI is an advantage — keeping it is the strategy.
Turn current visibility into durable pipeline with GEOGrow.
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How We Measure AI Answer Share
AI Answer Tracker by GEOGrow measures how companies appear when high-intent customer questions are asked across supported AI platforms. Results are observational snapshots and can vary by model, location, personalization, source availability, and date.
AI Answer Share is weighted recommendation appearances divided by all possible recommendation opportunities. Rankings shown here represent the responses collected during the stated research period and are not endorsements by GEOGrow. Method: 3 independent AI observations.
- Question tested
- Centralized federated identity and SSO for university faculty and students
- Market
- United States
- AI engines
- Gemini, Perplexity, and ChatGPT
- Research date
- November 3, 2026