Model Stumping

Model Stumping helps you discover, test and overcome your AI model’s blind spots and limitations.

Model Stumping: Logical AI model training

An example LLM fine-tuning workflow showing a series of questions and logic problems designed to confuse an AI model.

AI models are complex, but sometimes simple questions can throw them off and you can't explain to them why. Through Model Stumping our specialists will spot the weaknesses in your LLM’s logic and correct it.

How Model Stumping Works

A black and white icon of a computer program or browser window open.

Craft

Design challenging, edge-case questions to push your model beyond easy answers
A black and white icon of a magic wand surrounded by stars generating lines of ones and zeros.

Trigger

Run prompts until the model hesitates, contradicts itself or gives flawed logic
A black and white icon of a magnifying glass.

Analyze

Pinpoint exactly why the model failed and adjust training, prompts or guardrails
A black and white icon of a circle with a check mark in the center.

Done!

Your LLM levelled up

LLM Fine-tuning Services

See all of our LLM Fine-tuning services

© 2025 DefinedCrowd. All rights reserved.