Claude Academy
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Refining with AI

Lesson 530 min
In this lessonBy the end, you’ll be able to
  • Use Description skills to craft effective prompts that direct AI to gather and synthesize information relevant to your small business
  • Use Discernment skills to evaluate AI-generated research for accuracy, relevance, and appropriateness before acting on it

The Description-Discernment Loop

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Refining with AI · 7 min

SummaryTranscript

Mak, CEO of MAKS Enterprises TIPM Rebuilders, demonstrates the Description-Discernment loop — showing how he worked with AI using his domain expertise and judgment.

The Description ↔ Discernment loop

Fluent AI use happens in a tight loop: you describe what you want, the model responds, you discern what's useful, and you describe again — sharper this time. Delegation sets the stage; diligence closes it.

DelegationDecide what's worth handing to AI in the first place.
DiligenceVerify, attribute, and own the final product.
DescriptionCommunicate the vision so the model can act on it.
DiscernmentJudge what came back — and feed that judgment forward.
Tell it what good looks like.Clear, specific, well-structured prompting that translates a creative vision into terms the model can act on.
PromptThe LoopRefine
Judge what came back.Critical evaluation of the output — quality, relevance, bias — and of the collaboration itself, so the next prompt is sharper.

Key takeaways

  • Effective Description provides context: explain what your business does, what you're trying to accomplish, and what you specifically need to know.
  • Discernment isn't optional: flag specific claims — regulations, pricing data, deadlines — for verification against primary sources.
  • The loop is iterative: use what you learn from each response to refine your next prompt.
  • AI accelerates research but doesn't replace expertise: you're still the decision-maker applying your own business judgment.

Exercises

Policy and legislation tracking

Practice using Description and Discernment to research regulations, compliance requirements, or industry trends relevant to your small business.

Part I: Self-Reflection

Choose a regulatory or industry area relevant to your business (local zoning laws, licensing requirements, tax changes, labor regulations, industry-specific compliance, etc.) and identify:

  • The specific regulation, policy, or trend you want to understand
  • Your business context — what you sell or provide, where you operate, who your customers are, and why this topic matters to your operations
  • What you need to know — impact on your business model, compliance steps, deadlines, cost implications, or competitive considerations
  • Time frame or geographic scope — local, state, or federal? Recent changes in the past year?

Part II: Collaboration

Using the context you identified above, craft a detailed prompt and share it with AI. Then review the response and apply Discernment:

  • Identify at least two claims that need verification against official sources (government websites, regulatory bodies, industry associations)
  • Note any missing perspectives — for example, did it address how the regulation affects businesses of your size specifically?
  • Flag any information that seems outdated, overly general, or that conflates rules from different jurisdictions

Part III: Reflection

Did your initial prompt give AI enough context to be useful? What would you revise for a second attempt? What verification steps would you take before relying on this information to make a business decision?

Stretch goal: Ask AI to track down the original source for one key regulatory claim in its summary — a specific fee, deadline, or threshold — and then go verify it yourself. Compare how accurately the AI represented the source.

Lesson reflection

  • How did providing your business context change the quality of AI's research output versus a generic query?
  • What verification habits will you build into your workflow when using AI for research?

What's next

In the next lesson, we'll explore the outer loop of Delegation and Diligence by analyzing data with AI.