AI and Prompt Engineering

Build custom GPTs that actually deliver consistent results

Step-by-step guidance for writing detailed, structured GPT instructions that produce reliable outputs.

Built by James Killick

The problem

Custom GPTs underperform because the instructions are vague, contradictory or incomplete. Most people write a few sentences and hope for the best. The result is inconsistent outputs that frustrate users and waste time.

How it works

1

Describe what your GPT should do, who it is for and what outputs you need

2

The assistant walks you through each section of the instruction set

3

You get a complete, structured instruction document ready to paste into your GPT

Key features

Step-by-step instruction writing framework covering all critical sections

Identifies gaps and contradictions in existing GPT instructions

Covers persona definition, constraints, output formatting and edge cases

Produces instructions that deliver consistent, reliable GPT behaviour

Who it's for

AI builders creating custom GPTs for specific use cases

Agency owners building GPTs as deliverables for clients

Teams building internal AI tools that need to work reliably every time

Try GPT Creation Assistant for free

This GPT guides you step by step to write detailed, structured instructions that produce consistent results. It covers persona, constraints, output formatting, edge cases and testing, so your GPT works reliably from day one.

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