Concept case study: designing trust in AI agents

Nightshift

A concept about one moment: a shop owner deciding whether to trust an AI that published for her overnight, and correcting it in a way that feels like teaching, not fighting.

RoleConcept, UX/UI and prototype
SectorAI and ecommerce
FormatWorking React prototype
FocusTrust, control, correction
Nightshift project
01
The brief

One moment of trust

AI agents are starting to act on our behalf: writing, publishing, buying. The interesting design problem is not the automation. It is the moment a person decides whether to trust what the system did while they were away.

I set myself one constraint: design a single moment, where the person understands why the system acted and can push back in a way that feels like teaching rather than fighting.

02
The scenario

Fernwick, 8am

Nightshift is a fictional content agent for Fernwick, a made up outdoor clothing brand. Overnight it wrote and published an article about getting walking boots ready for winter.

At 8am the owner opens her phone. The article reads well, but one product claim could not be verified, and the agent says so plainly instead of hiding it.

03
The interaction

Correcting it teaches it

When she corrects the claim, the agent drafts a short rule in plain English, such as only quoting waterproof ratings from the product spec sheet. She can edit the rule, keep it for the future and choose whether to apply it to work already published.

The correction becomes part of how the agent works, so trust builds over time instead of being reset with every mistake.

08:02●●● ▮
FernwickPublished overnight
Five ways to get your boots ready for winter walks

Start with a proper clean. Mud holds moisture against the leather and breaks it down faster than rain ever will.

Our Tarn boot is rated waterproof to 20,000mm, so a good wax is all it needs before the first frost.

● I couldn't verify one claim

I found no source for the 20,000mm rating. Want to correct it?

Correct and teachKeep it
04
Build

A working screen, not a static mock

I built it as a working React screen with a phone view and a full width view, so the moment can be felt rather than imagined.

The result is a focused piece of thinking about AI UX that I bring into client work on assistants, automation and anything that acts on a user's behalf.

The most important AI interface is the one that explains itself.

( Outcome )What the work delivered
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