Introducing Zoe: Conversational AI for Student Mobility

It's 8:20 a.m. A route is running late. Then a second one. A driver hasn't clocked in, a parent is asking where the bus is, and a principal wants to know whether the first period is going to start without a dozen kids. Behind that moment is a simple promise: get every student to school on time, safely, and ready to learn. 

Today, we're giving transportation operators a new teammate. Zoe, the conversational AI assistant built into Zum CMX.

The problem with how we find answers today

A late bus isn't an inconvenience. It's a missed breakfast, a missed first class, or a child standing at a curb wondering if anyone is coming. 

When a route runs late, you need to know if it was a one-off or a pattern. Was it the driver, the route design, a missing cover driver, or an extra stop nobody planned? Is this the fifth time this month? And the most important question: how do we efficiently use the information we have to keep it from happening again?

The answers exist, but they can be hard to figure out quickly, because transportation tools were built to present information screen by screen. When troubleshooting, operations teams or administrators do what they've always done: pull a report, export it to a spreadsheet, open another screen, cross-reference by hand. They often learn about a problem only after it has already hurt on-time performance. Payroll anomalies surface late and take hours to trace. 

The tools that do add AI tend to stop short. Existing AI is typically applied as a point solution; to monitor a bus, answer a question, or create a report. These tools are not designed to leverage a connected system, enable operators with full data and history, and make recommendations based on insights. And almost none of these solutions are designed to be able to serve the parent on the other end of the phone.

Meet Zoe

Zoe is the AI assistant who can read every route, run, and timesheet before you've finished your first coffee. Zoe never gets tired, can track complete tasks, and is never too busy to answer a follow-up.

Ask Zoe in plain language:

"Which routes are driving our missed OTP, and is it a pattern?"

Instead of handing you a report to dig through, Zoe can return a synthesized answer, the likely cause, and a suggested next step, with the data behind it so you can check her work before you act.

Zoe is an AI assistant that is built to do the searching so your team can spend its time on judgment, relationships, and action–the people-oriented parts of this work.

What Zoe helps you do

Zoe’s enables you to quickly access trusted, specific insights that drive action. Whether the problem is information buried across screens, systems that could run more efficiently, or a next step that isn’t obvious, Zoe is built to help close the gap. She helps you to:

• Gain deep insights quickly and easily
• Uncover efficiencies and optimizations you’d otherwise miss and 
• Get effective, actionable recommendations you can act on with confidence. 

And because every answer draws on your own data, which stays private and secure, you can trust what she tells you. Here are some things Zoe can help you with today:

Improve on-time performance (OTP). Zoe assesses overall OTP, identifies the routes contributing to misses, and separates isolated incidents from recurring patterns. She investigates likely causes and suggests actions, like driver coaching or a route adjustment. You can look at trends at a glance, dig into driver and ride performance across clock-in, yard departure, and clock-out, and get recommendations for recurring route and timing issues.

Control avoidable pay costs. Zoe spots unusual paid-hour patterns, drills into repeated extra stops or unexplained dwell time using historical telematics, and surfaces specific instances for review and coaching. Payroll investigations that used to take hours can become targeted and fast.

Improve route coverage. Zoe identifies routes that routinely need cover drivers or are frequently split, and helps you investigate whether absences, driver shortages, or route design are behind the pattern. She can compare the current version of a route or run with a prior one and summarize what changed. 

Get up to speed faster. New to the product, or just need a refresher? Ask Zoe how to assign a driver to a route for tomorrow and she'll walk you through it, step by step, drawing on Zum's knowledge base.

How to get answers from Zoe

• Not sure where to start? Ask, "What can you do?"
• Open a ride and ask, "Analyze this ride," or "Check traces. Did the driver stop at all the stops?"
• Open a route and ask, "What changed since last week?"
• From the daily operations view, ask, "Analyze performance," and see what's driving the day.

Why we believe only Zum can build Zoe this way

Conversational AI is only as good as the data it can reach, and many tools simply put a chat window on top of a single module. We believe Zoe is different because of what’s underneath. Zoe is built on Zum CMX, a single integrated system that holds the data behind student mobility: routes, runs, telematics, ridership, payroll, driver assignments, and student information. Because it all lives in one place, Zoe can connect a route’s missed on-time performance to driver coverage, extra stops, and paid-hour patterns, without stitching together separate tools or exports. A common AI framework spans the entire system, so operational investigation, payroll analysis, product guidance, and parent support all share the same foundation, with consistent answers and the same privacy and security controls. And because Zum owns the whole experience, from the apps families and dispatchers use to the data and AI layer beneath them, and operates Zum CMX in the districts we serve, we build for real operational needs, not just a feature request list. The result is a conversational assistant that works across student mobility from end to end: not just reports, not just route planning, not just a camera on the bus.

“In student mobility, every minute matters. Having real-time visibility into our operations is critical, but the real value comes from being able to quickly understand what the data is telling us and take action,” said Tomas Beccar Varela, Interim Executive Director of Transportation, San Francisco Unified School District. “We see promise in tools like Zoe that can make complex transportation data easier to access, interpret, and analyze. As we evaluate these capabilities, our focus remains on making more informed operational decisions, improving service reliability, and providing a better mobility experience for students and families.”

Responsible AI: your data stays private and secure

Student privacy and safety come first at Zum, and Zoe was built with those principles at her core. Zoe uses the same role-based permissions that protect student information across the Zum system and never changes who can see what. Zoe simply makes it easier for authorized users to reach information they already have access to. Student data stays in Zum’s secure cloud, encrypted in transit and at rest, and is never provided to AI model companies for training. Zoe answers from your own data rather than the open internet, shows the evidence behind every recommendation so you can verify it, and leaves the decisions to your team: today Zoe investigates and recommends, but doesn’t take actions in your system. Zum does not sell student data. Read more about how Zoe protects student data and uses AI responsibly.

"Boston Public Schools is committed to providing safe, reliable transportation so students can get to school on time and ready to learn,” said Daniel Rosengard, Executive Director of Transportation, Boston Public Schools. “We are always looking for ways to strengthen our service to students and families. Technology like Zoe helps our team quickly identify the factors contributing to bus delays so we can address issues at their source and respond more efficiently. This allows us to provide more consistent service and better meet the needs of our students and families each day.”

The future: from answers to action

Today, Zoe helps you understand what happened and decide what to do. We're building toward a world where she can help you do it, with your team in control: reassigning a cover driver, adjusting a route, or following up with a family, with the right approvals and the same privacy protections.

Because Zoe is built on a shared AI foundation across Zum CMX, every new capability helps make the whole system smarter. Imagine a morning where the first thing you see isn't a list of problems, but a clear picture of what's likely to go wrong and what to do about it, before a single student is late.

That's the future we're working to build: one where every operator, administrator, and parent has a trusted teammate for getting students to school on time and ready to learn.

‍Get started with Zoe

Zoe is available in Zum CMX today. Click the Zum Assistant button in the bottom right of the screen and ask, "What can you do?"

Not yet a Zum customer?

Zoe is part of Zum CMX, the connected system for student mobility.