Decoding Customer Experience

Decoding Customer Experience

Your AI is working. So why is volume up?

Lowering the cost of asking changes customer behavior—and your economics.

Mark Levy's avatar
Mark Levy
Mar 03, 2026
∙ Paid

If your AI rollout is “working,” your volume graph may already be bending upward.

AI is delivering on the headline promise: lower cost per contact. But a senior CX exec at a global tech company said something last week that reframed it for me:

“If you make it effortless to ask, you shouldn’t be surprised when people ask more.”

That’s not a side effect. It’s the new reality.

When support starts to feel like a search bar—instant, low-friction, always there—you don’t just handle the same customers faster. You activate customers who used to stay silent because the effort wasn’t worth it.

She called it the Cost of Curiosity: when curiosity becomes cheap, demand expands.

A tiny example makes the point.

Before AI, a customer might stare at a slightly confusing invoice, shrug, and move on. After AI, they open chat and ask, “What’s this $3.12 adjustment on line 4?” That’s a good question. It’s also a question that probably never would’ve become a ticket in the old world.

So the shape of demand changes.


Why this matters (beyond the obvious)

Most teams track AI impact as a productivity story: deflection up, cost down.

But what often changes first is customer behavior:

  • They ask earlier in the journey (before a problem becomes a complaint)

  • They ask smaller questions (that never would’ve become a ticket)

  • They test the edges (because “what if…” is now easy)

Each interaction is cheap.
The system may still get more expensive if volume, retries, and escalations rise.

That’s the efficiency paradox: unit cost falls while total workload grows.


A simple mental model: friction used to be a heavy gate. When it’s hard to push open, fewer people try. When AI makes the gate swing freely, more customers walk through—some with real issues, some with questions they’d never have bothered asking before.


A quick way to tell if rising volume is “good” or “bad”

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