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From prompt to professional workflow

You turn a single interaction into a defined, controllable, and repeatable task.

After this chapterFor a complex task, you can design a process with a clear result, appropriate context, intermediate products, checks, and an explicit final decision.
Your progress0 of 40 lessons
1.1

A workflow starts with the result

First define what needs to be done and who will use the result.

An advanced workflow does not start with a long prompt, but with an observable outcome. Describe the decision or usage moment, the target audience, and the characteristics the end product must meet. This prevents an impressive text from turning out to be unusable.

Distinguish between the result and the activity. 'Analyze customer feedback' is an activity; 'deliver a decision memo with the three most substantiated improvement priorities, evidence, and open questions' is a result. Only add process steps when they improve control, safety, or quality.

  • Result before activity
  • Audience and usage moment
  • Two to five success criteria
  • Explicit stop or approval moment
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Work: a management memo must show decision points. Study: a learning sheet must reveal misconceptions. Private: a comparison must stay within budget and preferences.

Try this prompt
Result: [final product]. User: [audience]. It is usable as: [criteria]. Ask a maximum of three questions about missing core information and then propose a work process. Do not create a final product yet.
Quick knowledge check

Which formulation describes a result best?

Your practical assignment

Rewrite one recurring task as a result with audience, usage moment, and three success criteria.

1.2

Context as managed input

Treat context as selected source information, not as an unlimited dump of information.

Context has value when it can demonstrably change the answer. Label source facts, internal agreements, preferences, examples, and yet unconfirmed assumptions separately. This reduces the risk that a hypothesis later appears as established fact.

For long-term work, use a project when available features allow it. A project can keep related chats, files, instructions, and connected resources together. Within that project, start a separate chat for each clear result. Regularly check which resources are actually available, up-to-date, and allowed.

  • Separate source facts and assumptions
  • Only relevant context
  • Version and date of sources
  • Separate chat per result
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A policy analysis uses the current document as a source, an older version for comparison, and individual staff notes only as signals to be verified.

Try this prompt
Inventory the necessary context for [task]. Make four categories: reliable sources, internal rules, preferences, and unconfirmed assumptions. Report conflicts and missing core information before you analyze.
Quick knowledge check

Which context should be labeled as an assumption?

Your practical assignment

For a real task, create a context register and remove any item that cannot change the outcome.

1.3

Divide tasks into controllable phases

Break down complex work around decisions and evidence, not to produce as many steps as possible.

Decomposition makes a task manageable. For example, use: exploring, selecting, elaborating, checking, and finishing. Each phase produces an intermediate product that you can evaluate before the next phase begins.

Make dependencies visible. A recommendation can only follow after facts and assumptions have been separated; a publication can only follow after claims and rights have been checked. Let ChatGPT first propose a plan, but assess yourself whether the sequence is logical and whether an early error could multiply later.

  • Phases with their own goal
  • Intermediate product per phase
  • Make dependencies visible
  • Stop if there is insufficient evidence
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For research: question definition, source plan, source extraction, comparison, claim check and only then conclusion.

Try this prompt
Divide [complex task] into a maximum of six phases. For each phase, provide: goal, required input, intermediate product, quality control, responsible party, and stopping condition. Mark dependencies.
Quick knowledge check

What is the main advantage of an intermediate product?

Your practical assignment

Design a phasing for a task that is usually performed in one long prompt.

1.4

Checkpoints and acceptance criteria

A checkpoint states what is being assessed, by whom, and what happens in case of a deviation.

Vague quality words such as professional, complete, or correct are difficult to reproduce. Translate them into criteria that an evaluator can observe: every claim has a source, every action point has an owner, or amounts match the source table.

Combine substantive, formal, and risk criteria. Automate simple checks where possible, but do not treat model self-check as independent evidence. For high impact, a qualified human assessment is required. Also determine the remedial action: supplement, return to a previous phase, escalate, or stop.

  • Observable criteria
  • Inspector and evidence
  • Recovery action
  • Stricter control with higher impact
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A report audit checks source coverage, figure transfer, logical conclusions, target audience fit, and confidentiality separately.

Try this prompt
Create an acceptance table for [intermediate product] with criterion, test method, evidence, limit value, owner, and corrective action. Do not use criteria that only express style preference.
Quick knowledge check

Why is 'make it professional' a weak criterion?

Your practical assignment

Write five testable criteria for one intermediate product and have another person interpret them.

1.5

Choose the right working method

Use Chat for dialogue and short iteration; use a more extensive working mode when resources, tools, and a reviewable file come together.

Not every task requires the same working method. A quick rewrite or brainstorming fits in a regular chat. A task with multiple sources, different steps, files, or a larger deliverable fits better in ChatGPT Work when that is available. A project helps when chats need to share the same controlled sources and instructions.

Availability depends on environment and settings. Therefore, design based on the required result and the allowed data, not on a single button. Specify in advance which actions may only be prepared as drafts and where explicit approval is required.

  • Chat for quick dialogue
  • Work for larger deliverables
  • Project for shared context
  • Plugins only with appropriate permission
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A team update from Drive and Slack sources requires a different working method than shortening a single paragraph.

Try this prompt
Advise the appropriate working method for [task]. Compare regular chat, project, and ChatGPT Work on sources, steps, files, review, privacy, and required approval. Take into account possible availability limitations.
Quick knowledge check

When is a project mainly useful?

Your practical assignment

Classify five personal tasks and justify the chosen working method for each task.

Chapter assignment

Bring everything together

Design a workflow canvas for one complex task with result, context register, phases, intermediate products, acceptance criteria, stop conditions, and final approval.