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AI rejection explanation tool

Create a system that explains why an AI rejected an input. Target developers debugging AI systems.

Why now

Black-box rejections frustrate users and hinder AI adoption in critical applications.

Who for
AI system developers
Business model
API usage fees
Effort
A few weeks

When AIs reject inputs without explanation, users can't improve their requests. An explanation layer could build trust.

Build a plugin that generates natural language explanations for rejections, highlighting problematic aspects of inputs.

Monetize through API calls or enterprise licensing.

Start with common rejection scenarios in customer service applications.

The biggest risk is performance overhead from explanation generation.

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AI rejection explanation tool — Ideas