Gemini Enterprise−42 Negative

Operator Insights

What are business and product leaders learning from rolling Gemini Enterprise out across their teams?

4 accounts: 1 failure, incident or rollback and 3 adopted it

Failures, incidents and rollbacks1

Mark EkvallEngineer and authorTested In Production
One engineer testing Gemini Enterprise for three weeks against Gmail, Drive, Calendar, Jira and Salesforce. Published Oct 24, 2025.
Its own announcement, published Oct 24, 2025Read the write-up (opens the announcement in a new tab)
Observation
In a three-week test, Gemini Enterprise handled cross-app automation but failed at fast simple tasks and reliable autonomous work.
Takeaway
Pilot agents on multi-system tasks that take a person 20 minutes or more, and budget time to check every output before trusting an agent to act alone.
What happened
Mark Ekvall connected Gemini Enterprise to Gmail, Drive, Calendar, Jira and Salesforce and timed simple queries at 15 to 30 seconds and complex automations at 60 seconds. It turned a requirements document into five correct Jira tickets and built a daily schedule. It also suggested prioritizing a Jira ticket marked Done three weeks earlier and misread email urgency. The post concludes that it fails at simple tasks where speed matters and at any workflow that needs reliable autonomous execution.
“AgentSpace is slow. Simple queries take 15-30 seconds. Complex automations hit 60 seconds.”
Mark Ekvall
- Public practitioner write-up (Tested In Production newsletter)
- Response times timed by the author
Deployment details
One engineer testing Gemini Enterprise for three weeks against Gmail, Drive, Calendar, Jira and Salesforce. Published Oct 24, 2025.
- Public practitioner write-up (Tested In Production newsletter)
- Response times timed by the author
Team
One engineer
Duration
Three weeks, published Oct 24, 2025
Workload
Search and automation across Gmail, Drive, Calendar, Jira and Salesforce
Product version
Gemini Enterprise with Agentspace connectors
Measurement
Simple queries 15 to 30 seconds; complex automations 60 seconds
In SignalsCounted once, as the newsletter review in Signals. In the record

Adopted it3

Case Western Reserve University [U]TechUniversity ITCase Western Reserve University
Organization-wide. All faculty, staff and students. Announced October 16, 2026.
Case Western Reserve University UTech, published Oct 16, 2026Read the write-up (opens Case Western Reserve University UTech in a new tab)
Observation
Case Western Reserve rolled Gemini Enterprise out to every student and employee, with training and Pro licences on request.
Takeaway
Pair a campus-wide licence with a plain data rule and training, as CWRU did, so staff stop using personal accounts.
What happened
Case Western Reserve announced a university-wide partnership with Google that gives every faculty member, staff member and student a Gemini Enterprise account through single sign-on, with training, and Gemini Enterprise Pro licences on request. It bars restricted data from any AI system and tells staff to avoid unapproved consumer tools such as personal ChatGPT accounts.
“Case Western Reserve University (CWRU) has announced a university-wide partnership with Google to expand access to advanced artificial intelligence tools, bringing Gemini Enterprise accounts and specialized training to all faculty, staff, and students.”
CWRU University Technology
- Public organization write-up (university IT news)
- No usage figures yet
Deployment details
Organization-wide. All faculty, staff and students. Announced October 16, 2026.
- Public organization write-up (university IT news)
- No usage figures yet
Team
All faculty, staff and students
Duration
From October 2026
Product version
Gemini Enterprise, with Pro licences on request

RyanairAug 12, 2026The Next WebRyanair made Gemini Enterprise the center of a five-year Google Cloud deal that will roll out Workspace and Google Cloud services to 35,000 employees.
Eddie WilsonChief ExecutiveRyanair
Europe's largest airline. A five-year data and AI partnership with Google Cloud, announced Aug 12, 2026.
The Next Web, published Aug 12, 2026Read the report (opens The Next Web in a new tab)
Observation
Ryanair made Gemini Enterprise the center of a five-year Google Cloud deal that will roll out Workspace and Google Cloud services to 35,000 employees.
Takeaway
A company-wide seat count is easy to announce. Ask for the workloads, the dates they reach production and the measure each one must move before treating a rollout like this as proof.
What happened
Ryanair signed a five-year data and AI partnership with Google Cloud, with Google Workspace and Google Cloud services going to 35,000 employees and Gemini Enterprise at the center. The airline plans to use it to automate decisions, plan flight crew logistics and support office work, and plans to replace its existing collaboration tools with Workspace and Gemini. Eddie Wilson tied the deal to a dual-cloud plan for resilience. The Next Web noted the release named no workloads, contract value or production dates.
Public organization write-up (The Next Web report quoting Ryanair's chief executive)
Rollout size stated by Ryanair
No production results stated
Deployment details
Europe's largest airline. A five-year data and AI partnership with Google Cloud, announced Aug 12, 2026.
Public organization write-up (The Next Web report quoting Ryanair's chief executive)
Rollout size stated by Ryanair
No production results stated
Team
Company-wide, 35,000 employees
Duration
Five-year partnership announced Aug 12, 2026
Workload
Decision automation, flight crew logistics and office productivity
Product version
Gemini Enterprise with Google Workspace, beside a second cloud
In SignalsNot counted. A press report of a partnership announcement, with no account of use yet; it stays out of the Signals count.
Arden UniversityOct 8, 2026Arden UniversityArden University is giving more than 30,000 students and staff Gemini Enterprise as a study aid and teaching tool.
Nilhan Onal GokcetekinCEOArden University
A UK university for working and returning students. Partnership with Google Cloud announced Oct 8, 2026.
Its own announcement, published Oct 8, 2026Read the report (opens the announcement in a new tab)
Observation
Arden University is giving more than 30,000 students and staff Gemini Enterprise as a study aid and teaching tool.
Takeaway
Access for every student is the start. Set what students may put into it and how coursework use is judged before the accounts go live.
What happened
Arden University and Google Cloud announced a partnership on Oct 8, 2026 under which more than 30,000 students and staff get access to Gemini Enterprise. The university says it will help students condense lecture recordings and reading into study notes, structure assignments, sharpen CVs and simulate workplace tasks, and staff will use it to deliver personalised learning. The university says it built more than 30 new degrees with these tools.
Public organization write-up (Arden University newsroom)
Rollout size stated by the university
No usage results stated
Deployment details
A UK university for working and returning students. Partnership with Google Cloud announced Oct 8, 2026.
Public organization write-up (Arden University newsroom)
Rollout size stated by the university
No usage results stated
Team
University-wide, more than 30,000 students and staff
Duration
Announced Oct 8, 2026
Workload
Study notes from lectures and reading, assignment structure, CV sharpening and workplace task simulation
Product version
Gemini Enterprise
In SignalsNot counted. An organization's partnership announcement with no account of use yet; it stays out of the Signals count.

Failures, incidents and rollbacks1

In a three-week test, Gemini Enterprise handled cross-app automation but failed at fast simple tasks and reliable autonomous work.

Adopted it3

Case Western Reserve rolled Gemini Enterprise out to every student and employee, with training and Pro licences on request.

Ryanair made Gemini Enterprise the center of a five-year Google Cloud deal that will roll out Workspace and Google Cloud services to 35,000 employees.

Arden University is giving more than 30,000 students and staff Gemini Enterprise as a study aid and teaching tool.