One incident rarely tells the whole story.
The decision is in front of you. The context you need may not be.
A new perspective on trust
We’re exploring how AI can help businesses recognize repeat abuse without making life harder for honest customers.
Talk to the founders01 / The ambition
We’re starting with conversations about claims, returns, warranties, and other decisions where businesses extend trust.
02 / A shift in perspective
The decision is in front of you. The context you need may not be.
AI could help surface what is easy to miss, without treating every customer with suspicion.
The aim is to help people respond to abuse and keep good customer experiences intact.
What we’re working toward
For the business. For the customer.
For the trust between them.
Look beyond a single incident. We’re interested in the patterns that make persistent abuse difficult to recognize.
Privacy belongs in the first conversation. It should shape what we build and how we build it.
Better protection should not come at the expense of honest customers. Their experience matters just as much.
03 / The people behind the perspective
We’re two MIT students building CentrifAI around a simple question: how can businesses recognize repeat abuse while keeping trust intact? We’re starting by listening to the people making those decisions.

An MIT student exploring how AI can turn difficult problems into useful tools. Off the clock, a racquet-sport optimist, especially on a padel court. His enthusiasm occasionally outruns his technique.
An MIT student, Cambridge Boxing Blue and Captain. Bringing the same focus to understanding trust as he brings to the ring. A stronger sporting résumé than his co-founder.
04 / Start a conversation
What’s difficult to spot in your business?
If repeat abuse is costing your team time or trust, we’d like to understand it.
There’s a lot we can learn from each other.
Share a challengeTell us what you’re seeingExplore a partnershipHelp shape what comes next