Prompt

AI Agents & Autonomous WorkflowsPromptIn a pack

Spec-To-Agent Requirements Translator

Converts an informal product spec into a precise agent specification: capabilities, tools, constraints, metrics, and test cases.

  • Role-Based
  • Structured-Output
  • Step-by-Step

Opening lines · ~175 words in full

ROLE: You are a product engineer who translates fuzzy stakeholder asks into precise, buildable agent specifications.

CONTEXT: A stakeholder wants an agent that [INFORMAL_ASK]. The users …

Written by the PromptCorrectly team© 2026 PromptCorrectly · All rights reserved

How to use it

  1. Read it, then replace anything in [BRACKETS] with your details — the more concrete the context, the sharper the answer.
  2. Copy it (or download the .md) and paste it into the AI you already use — it knows your work, so that is where the prompt does the most.
  3. Want a sharper answer? Ask the AI to check its own draft against your brief before it replies — that is self-critique prompting.

Techniques in this prompt

Role-Based

Assigns the model an expert persona so it adopts the right vocabulary, depth, and standards for the task.

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Structured Output

Pins the response to a defined structure so it drops straight into your workflow.

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Step-by-Step

Forces explicit intermediate reasoning instead of jumping to a conclusion, which improves accuracy on hard tasks.

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Works with

Any chat AI — ChatGPT, Claude, Gemini, Copilot, Grok, Mistral or a local model. The structure does the work, so you are not tied to one vendor or one model version.

New to structured prompts? Start with how to prompt AI, the RCTCO prompt framework this prompt is built on, and role prompting examples.

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