---
title: Verification Trap
slug: verification-trap
url: https://templeton.host/lexicon/verification-trap/
type: defined-term
inDefinedTermSet: https://templeton.host/lexicon
author: Andrew Templeton
---

# Verification Trap

## Definition

A task that is easy to generate but hard to verify. The AI produces output effortlessly, but checking whether it is correct takes as long as doing it manually. T approaches 1.

## Why this term exists

A common failure mode in early AI deployments - frequently more damaging than technical limitation. The task looks automatable because generation is easy. But "is this output correct?" scales linearly with volume.

## See also

- [Verification Quadrant](https://templeton.host/tools/verification-quadrant)
- [Templeton Ratio](https://templeton.host/lexicon/templeton-ratio)
- [AI Sweet Spot](https://templeton.host/lexicon/ai-sweet-spot)
- [Quadrant Shifting](https://templeton.host/lexicon/quadrant-shifting)

Canonical URL: https://templeton.host/lexicon/verification-trap/