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Detecting AI errors at scale.

Interpolate Labs helps startups and enterprises protect against AI's errors so you can build systems that are robust, verifiable, and aligned with your business goals.

Last updated: Sunday, March 8, 2026

ERROR24 October 2025

Armed police handcuff teen after AI mistakes crisp packet for gun in US.

A US teenager was handcuffed by armed police after an artificial intelligence (AI) system mistakenly said he was carrying a gun - when really he was holding a packet of crisps.

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ERRORJuly 2 2025

New Attack Can Make AI ‘See’ Whatever You Want.

Researchers have demonstrated a new way of attacking artificial intelligence computer vision systems, allowing them to control what the AI “sees.” The research shows that the new technique, called RisingAttacK, is effective at manipulating all of the most widely used AI computer vision systems.

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ERRORDecember 17 2025

A school locked down after AI flagged a gun. It was a clarinet.

A growing number of schools across the country use AI-powered surveillance to detect guns and contraband, all in the name of making schools safer.

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Visibility, control, and confidence across your AI lifecycle.

Put AI to Work — Without Putting Your Business in Danger.

Watch.

Watch.

Model drift erodes performance and exposes your business to risk. Interpolate monitors your models in real time — detecting issues before they impact your bottom line.

Understand.

Understand.

Black-box AI makes decision-making harder to trust. Interpolate gives you clear, explainable insights so you can catch errors early, stay compliant, and build trust.

Control.

Control.

Unpredictable models can cause bias, security flaws, and compliance failures. Interpolate flags high-risk behavior before it becomes a problem — keeping your AI safe and accountable.

Optimise.

Optimise.

Guesswork doesn’t scale. Interpolate shows you what’s working, what’s not, and how to improve — so you can boost performance without compromising safety or fairness.

See Interpolate in action: