Misunderstood Twice and They're Gone: What Customer Service Data Tells Us About AI Search
A new Parloa survey found 7 in 10 consumers abandon an automated interaction after being misunderstood just twice. It's a wake-up call for customer service — but an even sharper one for AI search, where the same brutal arithmetic plays out invisibly. When a customer asks ChatGPT or Perplexity about your brand and the AI gets you wrong, mixes you up with a competitor, or can't find you, they don't give you a third try. They take the answer and leave. You can't control what AI says, but you can control what it learns. Here's how to make sure AI understands your brand correctly.
How AI Builds Customer Journey Maps That Actually Reflect Reality
Somewhere in your organization there is probably a customer journey map. It might be a slide in a deck or a diagram on a whiteboard. It shows the stages in a clean, logical sequence with arrows pointing in one direction. It is almost certainly wrong. Not because the people who built it were careless — but because customer journeys were never the linear progressions that traditional maps describe, and AI is finally building something that reflects what customers actually do instead of what teams assumed they were doing. Here's what that looks like, what it discovers, and why the gap between mapped assumption and behavioral reality is costing businesses more than they realize.
What Wawa Got Right That Most National Brands Never Will
There is no Wawa Super Bowl commercial. No celebrity endorsement deal. No influencer campaign. The company has been doing business in the Delaware Valley since 1964 and has grown not by buying attention but by earning it — one cup of coffee, one hoagie, one consistent interaction at a time. The result is something hundreds of millions of dollars in marketing budgets have tried and failed to manufacture: a customer base that protests when a location closes, gets the logo tattooed on their body, and holds their wedding at the store where they met. Here's what Wawa actually got right — and what it means for your business.