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InsightWhy does 1 wrong AI answer break trust in my product?

Why does 1 wrong AI answer break trust in my product?

Surinder Thakur, AI Product Designer

Published · Updated · 2 min read

The short answer

Because trust in software is asymmetric. 10 right answers build it slowly. 1 confident wrong answer spends it all at once. Loss aversion runs the math. A wrong answer is a loss, and losses weigh about twice an equal gain. The fix is not a better model. It is designing the recovery, the moment after the mistake.

In 1 picture

  • How much a gain weighs1x
  • How much an equal loss weighsAbout 2x
People weigh a loss about twice as heavily as an equal gain.Source: Tversky and Kahneman, 1992. Their estimate is 2.25.

Why does 1 miss outweigh 10 hits?

Loss aversion. A loss weighs about twice an equal gain. A wrong answer is a loss of certainty, paid in public.

And AI mistakes arrive dressed as facts: same tone, same confidence, same interface as the right answers. When people find out, they re-price every answer they ever got.

A wrong answer is worse than a bug.

A crashed screen admits something went wrong. A wrong answer does not. The interface keeps smiling.

Bugs break function. Wrong answers break belief.

How do you design the recovery?

Admit uncertainty before the user finds it. Show the source, so checking is easy. Make correction a feature: let people flag the miss, then show the product remembering it.

Users forgive a product that learns. They leave one that repeats. This is the trust side of my practice. HFI certified me in it: persuasion, emotion and trust.

Where does it matter most?

Where AI touches money. A wrong summary costs a minute. A wrong payment costs trust in the whole tool.

So an agent that moves money acts only inside your rules. Each payment has a 10 minute undo.

Sources

Surinder ThakurAI Product Designer between Dubai and India, for EU and US teams

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years in UX and product design
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YoY revenue at Puffy
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Design manager for 2 years at Puffy, a $1B brand.

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