In 2015, Ritu Narayan was a technology executive at eBay with a problem every working parent recognizes: she couldn’t reliably get her kids to school. The yellow school bus — still the largest mass transit system in America, moving 26 million children every single day — was running on decades-old logistics software, clipboards, and crossed fingers. So she quit her job and built something better.
That something is Zūm. And as of 2026, it’s worth $1.7 billion.
The Real Story Here
Zum isn’t just a school transportation app. Narayan built what she calls Zum CMX — a fully integrated student mobility system that replaces every disconnected, paper-based workflow with a single real-time platform. Parents track buses live. Drivers get optimized routes. Districts see attendance data tied directly to transportation performance. The whole stack, rebuilt from scratch.
Narayan founded Zum after stints at eBay and Oracle. She recognized that the technology gap in school transportation wasn’t a niche problem — it was a massive, chronically underfunded market that nobody in tech had bothered to take seriously. She went after it anyway.
The company now serves more than 4,500 schools across 17 states, including some of the largest districts in the country: Los Angeles Unified, Boston Public Schools, San Francisco Unified, and Kansas City Public Schools. In April 2026, EY named Narayan a finalist for its Entrepreneur Of The Year Bay Area Award — recognition that put her in a category with the region’s most disruptive founders.
By the Numbers
The data here comes directly from Zum’s own disclosures and EY’s program materials:
- $333 million in revenue in fiscal year 2025, up 35% year-over-year
- Four-year revenue CAGR above 40%
- $2 billion+ in total contract value
- $430 million in total funding raised, including a $100 million strategic investment from TPG’s The Rise Fund
- 98% on-time performance rate across its network
- 4.9-star parent satisfaction rating across 1.7 million reviews
- 86% reduction in transportation-related absences in Kansas City Public Schools after adopting the platform
That last number deserves its own line. When kids miss school because their bus didn’t show up, they fall behind. Zum’s platform eliminated 86% of that problem in one of its partner districts. That’s not a product metric — it’s a public health outcome.
The Hustler’s Library Take
Here’s what most coverage of Zum gets wrong: they frame it as an “Uber for school buses” and move on. That framing misses the actual playbook.
Narayan didn’t win because she slapped an app on an old industry. She won because she identified a market where the pain was so obvious and so long-ignored that the incumbents had no defense. School districts weren’t going to build this themselves. The existing transportation contractors had no incentive to innovate. The window was wide open.
That’s a pattern worth studying. The best emerging market opportunities in 2026 don’t always look like glamorous tech — sometimes they look like a yellow school bus that can’t reliably tell a parent when it’s arriving. The founder who sees that gap and has the patience to build the infrastructure play is the one who ends up with a $1.7 billion company a decade later.
The other thing worth noting: Narayan didn’t get there fast. Zum was founded in 2015. It took nine years of grinding through district procurement cycles, regulatory hurdles, and the specific hell of selling technology to public school systems before the company hit its current scale. Some businesses explode in year one. Others require you to become the undeniable category leader before the revenue follows. Zum is the second kind — and the patience it took to get there is as much the story as the product.
What You Should Do
1. Audit the “unsexy” industries around you for tech gaps this big. Zum’s core insight was that a massive, daily-use system was running on infrastructure from the 1980s. What industries in your city or sector are doing the same thing? Not every gap needs $430 million to close — many of them can be addressed at a fraction of that scale for a local or regional market. The school bus problem existed in every school district in America. Your version of it probably exists in every [insert your industry here] in your city.
2. Build your proof-of-concept around a measurable outcome, not a feature list. Zum’s 86% reduction in transportation-related absences in Kansas City is the kind of number that closes contracts. It’s not “we have real-time tracking” — it’s “your kids will miss less school.” Before you pitch your next client or investor, identify the one downstream outcome your product produces that makes your customers look good. That’s your closer. The value ladder framework can help you build that case systematically.
3. If you’re selling into institutions or enterprises, plan your timeline accordingly. Narayan spent nearly a decade building Zum before it hit this scale. Selling to school districts, hospitals, government agencies, or large enterprises means long procurement cycles — sometimes 18 months from first conversation to signed contract. Model that into your runway. Lean operations matter more when your sales cycle is measured in semesters, not weeks.
Source: Zum press release — EY Entrepreneur Of The Year 2026 Bay Area Finalist announcement. Supporting data: U.S. SBA on scaling service businesses.
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