Mapping how riders feel about driverless rides

A consumer insights team partnered with CleverX to interview everyday rideshare users across major cities. The goal was to understand honest reactions to today's rideshare experience, and to the idea of a driverless ride arriving in an electric SUV.

• Four things had to be balanced at once: how often people ride, how open they are to driverless cars, their brand loyalty, and their past experience.
• The concept had to be introduced without ever reassuring people on safety or promoting any brand.
• Different use cases had to be represented: airport trips, nights out, family rides, and commutes.
• What people had actually experienced had to stay clearly separate from what they imagined they would feel.

CleverX built a carefully balanced panel and briefed the AI moderator with strict neutrality rules.

• The sample spread across frequent, moderate, and occasional riders, with a mix of views on driverless cars.
• Video format captured real reactions, not just what people said out loud.
• The moderator never reassured people on safety and never promoted any brand.
• The driverless concept was introduced in one neutral sentence, with no leading words.

• 100% completion (40 of 40) against a demanding overlapping target across all four dimensions.
• 100% qualification on the screened panel, meaning the targeting was accurate from the very first invite.
• 46% were excited to try a driverless ride, versus 11% who would probably avoid it.

• Studies with many balancing targets can still hit full completion when the panel brief is specific up front.
• Neutrality rules built into the AI moderator are what keep a brand-sensitive topic credible.
• Separating real experience from imagined reactions surfaces the sharpest insight, especially where the two disagree.