Writing · Free lesson

AI English: report variation across repeated runs

A test lead needs a useful observation, not “the AI is random.” Name what stayed the same, how many runs you observed and what actually varied.

Professor Scott Mendoza
Learn one thing. Put it into practice.See examplesTry 3 questions Common questions

The short answer

“Across three runs with the same prompt and recorded settings, two responses used bullet points and one used a paragraph.” This reports the sample; it does not establish a general failure rate.

Conditions + sample size + observed difference.

In this fictional test log, the same prompt and recorded settings were used three times. Two responses were bullet lists; one was a paragraph. Across three runs limits the claim to those observations. Varied in format names the difference without claiming that the facts were wrong. No format requirement or correctness judgment is supplied, so do not label one format a failure.

Compare the examples

Conditions

We kept the prompt and recorded settings unchanged.

Observed count

Two of the three responses used bullet points.

Bounded interpretation

The format varied in these runs; correctness was not assessed.

Notice the difference

Two of three describes this sample. It does not mean two of every three future responses will behave the same way. Different wording or format is not automatically an error.

Build the meaning step by step

01

Scope the sample

Across three runs

02

State the shared input

with the same prompt and recorded settings

03

Describe the variation

two responses used bullet points and one used a paragraph

Try it now

Keep the claim within the evidence

3 questions

Question 1 of 3

Which statement accurately reports the supplied log?
Read all answers and explanations
  1. Which statement accurately reports the supplied log?

    Two of the three responses used bullet points.

    Only the first stays within the observed count.

  2. No required format is supplied. What does a paragraph instead of bullets establish?

    The response format differed.

    It establishes a format difference, not factual error or a universal system judgment.

  3. Which phrase preserves the supplied conditions without adding a cause?

    with the same prompt and recorded settings

    The log gives unchanged visible conditions, not evidence of a hidden change or upgrade.

Put it into practice

Write the test note

Report three runs: identical prompt and recorded settings, two bullet lists and one paragraph. Correctness was not assessed.

Original draft

The AI fails a third of the time.

Which edit meets the goal?
See a model answer

Across three runs with the same prompt and recorded settings, two responses used bullet points and one used a paragraph. Correctness was not assessed.

A careful observation gives the team useful evidence for its next investigation.

A little more clarity

Common questions

A few useful details before you move on.

Does the same prompt guarantee the same output?

Not in every AI system or setup. Report the actual conditions and observed behavior rather than assuming a guarantee.

For example

The prompt was unchanged, but the format varied in these runs.

Can I use two of three instead of a percentage?

Yes. It makes the small sample visible. A percentage would still need the sample size and would not establish a future rate.

For example

two of three observed responses

Take it into your day

Report what varied in the observed runs; do not invent a universal rate.

AI Engineers — Career Simulation · Professor Scott Mendoza

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Practice English for applied AI teamwork.

English for AI Engineers: Career Simulation is coming soon. Its planned scenarios move an AI demo toward a bounded, evaluated and observable pilot. Sign up on the course page for its launch news.

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English Grammar and English Speaking — English Master Course by Professor Scott Mendoza

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The available English Grammar and English Speaking Master Course develops broader grammar, sentence-building and communication foundations. Careful qualifiers and comparisons help explain observations.

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