Targeted follow-up questions

Exactly state what needs to change and what should remain.

The first answer is a working draft. A good follow-up question refers to the problem: too general, too long, wrong tone, or missing evidence. Ask for a targeted change and protect parts that are already good.

'Better' is vague. 'Put the recommendation at the top, keep the three arguments, and limit the background to five lines' is verifiable.

Identify the problem
Ask for a concrete change
Preserve what is good
Check the new effect

This is how you can use this

Work: move decision points up. Study: add an example only for the difficult concept.

Try this prompt

Improve only [part]. Make [concrete change]. Keep [good parts] unchanged. Explain in one sentence what you have adjusted.

Your practical assignment

Provide three targeted follow-up questions on the same answer and note the effect of each question.

3.2

Shorten without loss of information

Focus on priority, not just fewer words.

Shortening can remove essential conditions. Therefore, state which core message, facts, or actions must be preserved. Optionally, first ask which parts are redundant or less important.

For an actionable result, 'maximum 100 words, retain decision, date, and owner' is better than 'make shorter'.

Preserve core message
Protect facts and actions
Remove repetition
Check what disappeared

This is how you can use this

Private: shorten a message but keep the appointment and location. Work: shorten minutes but keep decisions and deadlines.

Try this prompt

Shorten to a maximum of [length]. Keep exactly: [facts/actions]. Remove repetition and background that does not change the decision. Report what you have omitted.

Your practical assignment

Briefly condense your own text by 40 percent and check with a checklist whether every essential element remained.

3.3

Expand with content

Ask for examples, evidence, or steps instead of more words.

'Make more elaborate' often results in repetition. Specify which additional value is needed: a concrete example, counterargument, source, risk, or next step.

When explaining, ask for the missing level. A beginner can first get the basics and then go deeper. This way, the cognitive load remains manageable.

Add an example
Ask for evidence or source
Ask risk or counterargument
Build floor in layers

This is how you can use this

Study: for each concept, add an example and a control question. Entrepreneurship: for each idea, add a cheap test.

Try this prompt

Expand only with: 1) a concrete example, 2) a possible counterargument, 3) a next step. Avoid repeating the existing text.

Your practical assignment

Take a short explanation and expand it with exactly one example and a control question.

3.4

Compare variants

Ask variants with a meaningful difference and choose based on predetermined criteria.

Multiple versions provide choice, but are not an A/B test. An A/B test requires real exposure and measurement. Request variants with different approaches and evaluate them against goal, target audience, and risk.

Let ChatGPT structure the comparison, but keep the decision yourself. Avoid the model automatically declaring its own work as the best without criteria.

Variants are not a test yet
Difference must be meaningful
Choose criteria in advance
Person decides

This is how you can use this

Private: three tones for a difficult message. Entrepreneurship: three value propositions that can later be tested with real customers.

Try this prompt

Give three variants with clearly different approaches. Then compare them on [criteria]. For each variant, name a strength, a risk, and a suitable situation.

Your practical assignment

Make three variants and choose one with two explicit criteria. Note what you would actually test later.

3.5

Correct errors

Point out the error, provide a reliable correction, and have the derived text checked again.

Don't just say that something is wrong. Specify which passage is incorrect and what your correction is based on. When an error affects a lot of subsequent text, ask for the entire reasoning or text to be checked again.

A correction given by you can itself be wrong. For important facts, an external source remains necessary.

Locate the error
Provide source or correct value
Check derived consequences
Preserve uncertainty

This is how you can use this

Work: an incorrect amount can affect totals and recommendations. Study: a misunderstanding can distort all subsequent answers.

Try this prompt

The claim '[incorrect claim]' is not correct according to [source]. The correct information is [correction]. Review all passages that depend on this and mark remaining uncertainty.

Your practical assignment

Consciously correct a detail in a practice text and ask which other passages need to change as a result.

3.6

When to restart

Start a new chat for a new result or when old context stubbornly interferes.

Stay in the same chat as long as previous context is relevant. Start a new chat when you pursue a different result, privacy boundaries change, or repeated corrections do not resolve old assumptions. In a project, a new chat can still use the same project resources and instructions.

For the new start, make a short handover with only confirmed context. Do not blindly copy the entire old conversation.

Same result: usually continue
New result: new chat
Persistent error: clean transfer
Project can retain shared context

This is how you can use this

Work: separate chat for a decision note and a client email. Study: separate chat per learning objective within the same subject project.

Try this prompt

New start. Goal: [result]. Confirmed context: [facts]. Do not include: [old assumptions]. Ask questions if core information is missing.

Your practical assignment

Take a long conversation and write a handover of no more than eight lines for a clean new chat.

Steering and Improving Answers

Targeted follow-up questions

Shorten without loss of information

Expand with content

Compare variants

Correct errors

When to restart

Bring everything together