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REQUEST CLARIFICATION · Workflow idea

Get a clearer brief by asking the questions that matter first.

Collect a user’s goal, available inputs, expected output, and constraints, then ask a few targeted questions where details are missing. Combine the answers into a structured prompt the user can inspect and edit, and remind them to exclude confidential information they are not authorized to share.

Make it yours See how it works ↓
A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A user describes a task or idea
Produces
A structured prompt draft with role, inputs, tools, instructions, constraints, and expected output.
Category
Customer support

01 / The starting point

A clear request.
A useful direction.

A form response describing the user’s goal, context, tools, and expected result

“Clarify the task and prepare an editable prompt without executing it or collecting unnecessary sensitive information.”
An example request · Make it specific to your team.

02 / The work

5 tasks.
One useful outcome.

Helps users turn a rough idea into a more complete prompt for a downstream assistant or content task.

  1. Capture the user’s goal and expected result

    Ask what they want to accomplish and how they will judge a useful output.

  2. Identify inputs and constraints

    Clarify available materials, permitted tools, formatting, and boundaries.

  3. Ask focused follow-up questions

    Resolve important ambiguity without requesting unrelated personal or confidential details.

  4. Prepare a structured prompt draft

    Organize role, context, inputs, instructions, constraints, and output format.

  5. Review before reuse or execution

    Let the user check accuracy, sensitive content, and any downstream action the prompt could cause.

03 / The result

Something useful.
Something to build on.

A structured prompt draft with role, inputs, tools, instructions, constraints, and expected output.

AmbactiWorkflow folio · 5 steps

Clarify requests and prepare structured prompts

Customer support · Example outcome

The handoff

A structured prompt draft with role, inputs, tools, instructions, constraints, and expected output.

Keep in mind

Prompts may contain confidential business or personal information and can lead to unintended downstream actions. Ask only for relevant context, show the complete result before reuse, and require approval from the receiving application owner before execution or data sharing.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Choose base intake questions

Collect task details that help clarify user intent and output expectations.

Set follow-up and privacy boundaries

Limit questions to necessary context and warn against unauthorized sensitive data.

Define the prompt structure

Choose sections and formatting that users can easily edit.

Keep execution with the user or app owner

Return a draft and require review before it is sent to another system.

Put your next idea to work.

Start with your brief. Make the process your own.

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