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best practice

Intervene During AI Reasoning to Guide Complex Outcomes

Correct reasoning errors in real-time with upfront planning features.

Use GPT-5.4 Thinking to view the AI's logic plan before it generates the final answer. This allows you to 'adjust course' mid-response to ensure accuracy for complex tasks.

ChatGPT

The Scenario

You are working on a complex financial report or deep research project where the reasoning steps are as important as the final answer. You want to ensure the AI doesn't go down a 'rabbit hole' of incorrect assumptions.

Before & after

The old way

Users often wait for a full response only to realize the logic was flawed halfway through. Fixing this manually requires re-typing the prompt and waiting again, costing 10-15 minutes.

With AI

Collaborate with GPT-5.4 Thinking to see its upfront plan, allowing you to pivot the logic in real-time. This takes 2-4 minutes to refine the output without restarting.

The Prompt

I need a [SPECIFIC COMPLEX TASK, E.G., COMPARATIVE MARKET ANALYSIS]. Please use GPT-5.4 Thinking to provide an upfront plan of your reasoning. If I see a mistake in your logic or source selection, I will interrupt to adjust course.

GPT-5.4 Thinking allows users to see the 'thinking' process before the final answer is generated. Use this to catch errors in reasoning or data interpretation early in the response cycle.

Source

Model Release Notes | OpenAI Help Center
"GPT‑5.4 Thinking can now provide an upfront plan of its thinking, so you can adjust course mid-response while it’s working."