Two million rides is a lot of data, but more importantly, it’s two million moments where someone trusted us to get them to a flight on time. When we looked closely at what separated a great trip from a stressful one, the answer surprised us.

It wasn’t average speed. Trips that felt reliable weren’t necessarily the fastest, they were the most predictable.

A few findings stood out clearly across the dataset:

• On-time arrival mattered far more to satisfaction than total trip duration

• Accurate pickup times reduced anxiety more than early arrivals did

• Clear communication during delays preserved trust better than silence ever could

• Riders valued a fixed, known price more than occasional discounts

In other words, uncertainty is the real enemy of a good airport trip. Every minute a traveler spends wondering whether their car will arrive, or whether they’ll make it through security, is a minute of stress we can design away.

So we shifted how we measure ourselves. Instead of optimizing purely for speed, we now optimize for the gap between what we promise and what we deliver. A car that arrives within sixty seconds of its predicted time, consistently, builds more loyalty than one that occasionally arrives early.

Data didn’t just make us faster. It made us more honest about what travelers actually need.