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Claude Certified Associate – Foundations (CCAO-F) Exam Prep

Lesson 24 of 25 · 6 min

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24/25

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Adjusting Approach Based on Feedback and Results

Video lesson: CCAO-F 24/25: Adjusting Approach Based on Feedback and Results

Audience: professionals who use Claude at work, no coding or API knowledge needed. Verified = checked against Anthropic's documentation or help center on 2026-10-16. General background = standard regulatory or industry knowledge, not an Anthropic statement. Design guidance = widely taught practice.

Iterate deliberately (design guidance)

  1. Define "better" before you change anything: a checklist, a sample answer, or a score (for example three criteria rated 1 to 5). Anthropic's own method for prompts is the same: define success criteria, test on cases, refine, test again (verified).
  2. Change one thing at a time: add an example, then tighten the format, then adjust tone. Re-run the same test inputs.
  3. Keep a small set of test inputs (three to five, including a messy one) and re-run them after each change.
  4. Compare outputs side by side against your criteria.
  5. Record versions: which prompt version, what changed, what improved.
  6. Use real feedback: from readers and users, from reviewers' corrections, from errors found later.
  7. Know when to stop: when it meets the criteria reliably, lock the version.

Using feedback in the conversation

  • Be specific: "The second paragraph overstates the savings; use the 12% figure and say 'estimated'" works far better than "make it better".
  • Tell Claude what to keep as well as what to change.
  • Provide a corrected example and ask it to follow that pattern.
  • If a conversation has drifted, restart with an improved prompt instead of patching (D3.1).

Changing the approach

If several tweaks do not help:

SignalChange of approach
The task is too largeSplit it into steps (D1.2)
Missing informationAdd source documents, a Project, or a connector (D5.3)
Needs current factsUse Research with web search
Needs more depthTry a more capable model (D3.2)
Needs a personEscalate to an expert (D2.1)

Learn from results over time

Track simple measures: time to a usable result, how often output needs major correction, errors found after review, and user satisfaction. Review them monthly and update templates (D7.3).

Exam traps

  • Judging "better" by feel with no criteria.
  • Changing everything at once.
  • Vague feedback ("not quite right").
  • Never recording what worked.
  • Endless tweaking of a conversation that should be restarted.

References

  1. Define success criteria and build evaluations — checked Oct 16, 2026

Check your understanding

  • Why change one thing at a time?Show answer

    Answer

    So you can tell which change caused the improvement.
  • What makes feedback to Claude effective?Show answer

    Answer

    It is specific and says what to keep and what to change.
  • When should you restart instead of tweaking?Show answer

    Answer

    When the chat has drifted or grown long and the improved prompt can carry the context.
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