Riding the Next Wave: How One AI Founder Is Helping LA’s Small Businesses Surf the Future

Surf shops, art studios, mental health clinics, and warehouse collectives don’t usually appear in the same sentence — but in Los Angeles, they’re all turning to a woman-led AI startup to solve the daily chaos of entrepreneurship.

For founder Lin He, the inspiration began years earlier on the sands of Venice Beach. After long weeks building machine-learning systems, she would watch the waves roll in and notice something familiar in their rhythm — sudden surges, quiet dips, patterns that looked like chaos until you learned how to read them.
“Small businesses live inside their own version of ocean waves,” she says. “Unpredictable demand. No forecasting tools. Every day, a new tide.”

Her company, SmartScale AI, aims to change that by bringing Fortune-500-level forecasting and operational intelligence to Main Street. And Los Angeles has become the proving ground for her national pilot program.

A Pilot Program Rooted in Real LA Challenges

He’s pilot brings together an unexpected group of partners across the city — all with one thing in common: their operations are hard, unpredictable, and underserved by existing technology.

NeighborhoodHoo, a warehouse east of Downtown, manages dozens of micro-brands with wildly fluctuating shipment volumes. Le Space Art Center, a children’s creative studio, struggles with late cancellations, shifting class sizes, and staffing uncertainty.
Independent mental health clinics across LA face long waitlists, no-show volatility, and overloaded calendars.

These businesses now join pilot partners in Hawaii and New York, forming a tri-coastal testing ground for the next generation of small-business AI.
“If AI is ever going to serve small businesses, it must work in real environments with real people,” He explains. “LA’s diversity makes it the perfect place to build for the entire country.”

AI Built for Humans, Not Corporations

Unlike the complex dashboards used by tech giants, SmartScale AI focuses on simple, direct answers:
How many customers tomorrow?
How much staff do I need?
Will we run out of inventory?

The platform offers modular tools such as demand forecasting, inventory optimization, staff scheduling intelligence, and appointment-flow prediction. Early research results — accepted to two international conferences — show 15–25% increases in forecasting accuracy and significant reductions in stockouts and operational waste.

Inside the LA Pilot: Stories From the Field

At NeighborhoodHoo, SmartScale AI built operational load forecasts that helped the warehouse anticipate spikes instead of reacting to them. Managers reported clearer planning, better labor allocation, and a dramatic reduction in over-resourcing.

At Le Space Art Center, forecasting tools stabilized attendance, reduced last-minute chaos, and gave teachers “time back to actually focus on the kids.”

In West LA, a mental health clinic saw smoother scheduling, shorter wait times, and reduced clinician overload. “Technology shouldn’t replace the human element,” He says. “It should protect it.”

Why LA Matters

Los Angeles is powered by independent retailers, creative workers, logistics hubs, multicultural entrepreneurs, wellness providers, and family-run studios.
If AI succeeds here — across languages, industries, and communities — it is positioned to succeed anywhere.

“LA forces you to build technology that’s flexible, human-centered, and reality-tested,” He says. “That’s exactly what small businesses across America need.”

A Founder Shaped by Waves, Curiosity, and Creativity

Before SmartScale AI, He built large-scale modeling systems at major tech companies, solving multimillion-dollar problems and improving product performance across massive user bases. At Warner Bros. Discovery, her forecasting tools improved streaming performance by 30%. But the spark for her own company came from something much simpler: watching waves.

“The ocean taught me that unpredictability isn’t chaos — it’s data waiting to be understood,” she says.

Her mission is not to overwhelm small businesses with more tools. It’s to translate messy, noisy reality into calm, actionable clarity.

What’s Next

SmartScale AI plans to expand to 20–30 pilots next year, publish new research, partner with business associations, and prepare for a nationwide rollout.

“AI shouldn’t widen inequality — it should close it,” He says. “If we build the right tools, we can lift millions of small businesses together.”

In a city defined by reinvention, He is helping small businesses ride the next wave — not be crushed by it.