What you will be able to do
- Keep research, planning and execution as separate steps so that each gets clean context
- Break a business process into steps Claude can handle, starting from the simplest design that works
- Explain where human review and approval stay in a Claude-assisted process, and why
1.Keep research, planning and execution as separate steps
Founders who build heavily with Claude warn against exactly this. Their advice is not to make Claude research while it is also planning and implementing. Use discrete prompts, turn them into discrete steps, and start each major phase fresh with only the distilled conclusions from the previous one. The reason is context quality. When output comes back unexpected or weak, the cause is often a contradiction somewhere in what Claude was given. Old reports that disagree with a draft plan are exactly such a contradiction.
Claude's own features follow the same order. Combining extended thinking with Research lets Claude plan its approach first and then gather information. Inside Anthropic's Research system, the lead agent thinks through its approach and saves the plan before any searching starts. Once results come back, it decides whether more research is needed. For a business problem, the sequence is: gather and check the evidence, then plan from those conclusions, then review the plan, and only then act.
2.Optimizing a process: start simple, decompose, add checks
When you ask Claude to help improve a process, the advice Anthropic gives people who build with its models applies to your process design as well. Find the simplest solution first and add complexity only when it earns its place. Fixed workflows give predictability and consistency for well-defined tasks. Open-ended, agent-driven approaches are for cases that need flexibility. Most redesigns are built from a few recurring patterns.
| Pattern | What it does | When it fits | Example from the source |
|---|---|---|---|
| Prompt chaining | Each step processes the output of the previous one, with optional checks between steps | The task cleanly decomposes into fixed subtasks | Write an outline, check it meets criteria, then write the document |
| Routing | Classifies an input and sends it to a specialised follow-up | Distinct categories that are better handled separately | Sending general questions, refund requests and technical support to different processes |
| Parallelization | Runs independent subtasks at once (sectioning) or the same task several times (voting) | Subtasks don't depend on each other | Stakeholder impact analysis in the Anthropic cookbook |
Here is a small prompt chain. Anthropic's cookbook takes the quarterly summary below and turns it into a sorted table in four steps. It extracts each figure with its label, normalises the units, sorts by value, and formats the result. Each step is easier for Claude than the whole job in one go, and you can check the output between steps. The cookbook presents these as sample implementations, not production code.
Q3 Performance Summary:
Our customer satisfaction score rose to 92 points this quarter.
Revenue grew by 45% compared to last year.
Market share is now at 23% in our primary market.
Customer churn decreased to 5% from 8%.
New user acquisition cost is $43 per user.
Product adoption rate increased to 78%.
Employee satisfaction is at 87 points.
Operating margin improved to 34%.Pick the capability to match. Analysing a process you have written out for Claude is a reasoning task that needs no fresh web information, which is where extended thinking fits. Research becomes useful when the improvement needs outside or connected data. The guidance names helping you prioritise and act on items from your calendar and email as one example.
Which approach best leverages Claude for prioritizing customer feedback?
Correct answer: C — Define clear prioritization criteria (e.g., impact, effort, customer segment), then ask Claude to categorize each feedback item and assign a priority score or rank based on that rubric.
- A. Incorrect. Providing only a broad instruction without a scoring rubric, impact categories, or customer segments leaves the prioritization arbitrary and inconsistent. Claude requires clear guidelines to produce reliable, repeatable outputs aligned with business goals.
- B. Incorrect. While manual categorization into broad themes is a useful first step, delegating only the summarization to Claude misses the opportunity to scale and standardize the prioritization process. Without defined prioritization criteria, the resulting insights may still lack consistent, actionable guidance.
- C. Correct. Defining clear prioritization criteria (impact, effort, customer segment) and using Claude to categorize each feedback item against that rubric ensures a structured, objective, and repeatable prioritization. This approach produces reliable, scalable outputs that directly inform planning.
- D. Incorrect. Fully automating strategic decision-making by having Claude directly decide next quarter's features and provide engineering estimates without human review introduces significant risk of unrealistic or misaligned outcomes. Such decisions require product context and human validation, as LLMs cannot replace the nuanced judgment needed for roadmap planning.
3.Claude proposes; a person decides and approves
The AI Fluency course puts the boundary plainly: AI speeds up research but doesn't replace expertise. You are still the decision-maker, and you own every deliverable. Anthropic's product for financial advisors builds that boundary into the workflow. Claude prepares briefs, summaries and draft analyses for the advisor to review. It stages actions such as CRM updates and draft client communications for the advisor's approval. Regulated activities, including investment recommendations and compliance determinations, remain subject to human review. One partner summed it up: judgment and accountability stay with the advisor.
The same pattern applies to any process redesign. When Claude recommends removing a step or chooses between two plans, treat its output as input to a human decision. Claude only knows the description it was given. Discernment means asking what that description left out, such as why a step exists or who depends on it, before anything changes. Watch the work as it happens: catching a wrong direction in the first few steps costs far less than letting a flawed approach run to the end.
Treat the flag as a hypothesis. Someone who owns the process checks why each stage exists and what it catches, confirms the gaps Claude could not see from the written description, and then decides. Claude's analysis speeds up the review. It doesn't replace the owner's judgment or accountability.
A manufacturing engineer has a detailed transcript of a production process and wants to convert it into a Standard Operating Procedure (SOP) using Claude. Which approach best leverages Claude's capabilities to create an accurate, complete, and company-standard SOP?
Correct answer: B — Ask Claude to extract steps from the transcript, then iteratively add safety notes, tools, and quality checks, and format as a company SOP template.
- A. Incorrect. Providing the transcript without specifying details relies entirely on Claude's inference, which may overlook critical safety notes, tools, or quality checks necessary for a complete SOP. This approach also lacks iterative refinement to ensure the output matches company-specific formatting and content requirements, increasing the risk of omissions or inaccuracies.
- B. Correct. This method leverages Claude's capabilities by breaking the task into logical steps: extracting process steps, then iteratively adding safety notes, tools, and quality checks, and finally formatting into a company SOP template. This iterative process ensures the SOP is accurate, complete, and aligned with company standards.
- C. Incorrect. Limiting Claude to only grammar and style checks underutilizes its ability to analyze the transcript, suggest organizational improvements, and ensure procedural completeness. Manual rewriting and structuring risk introducing errors or missing details that Claude could otherwise catch and enhance.
- D. Incorrect. Starting with a generic SOP template and inserting details from the transcript can lead to misalignment between the template's structure and the actual process, requiring extensive manual review to correct. This approach fails to capitalize on Claude's capacity to directly generate a tailored, accurate SOP from the source material.
Exam traps
Each one states something that sounds right. Open it to see what is actually true.
1.It's most efficient to have Claude research, plan and implement in one long conversation so that it keeps all the context.Why is that wrong?
Mixing phases clouds the context, and contradictions lower output quality. Run each phase as a discrete step and carry only the distilled conclusions forward.
Covered in Keep research, planning and execution as separate steps
2.If Claude's analysis shows that a process step is redundant, or that one plan is better, the team can act on that conclusion directly.Why is that wrong?
Claude's analysis is input. A person remains the decision-maker and applies professional judgment to every deliverable they own.
Sources
Every claim above is drawn from one of these pages, quoted as it was written on the date shown.
- 1.https://support.claude.com/en/articles/11095361-when-should-i-use-web-search-extended-thinking-and-researchOfficial docs
“Combining extended thinking with research allows Claude to both plan its approach thoughtfully and execute comprehensive information gathering”
↩︎ Keep research, planning and execution as separate steps“Extended thinking shines when tackling complex reasoning tasks that don't require recent info from the web”
↩︎ Optimizing a process: start simple, decompose, add checks“help you prioritize or action items from your calendar and email”
↩︎ Optimizing a process: start simple, decompose, add checks - 2.https://claude.com/blog/building-companies-with-claude-codeSecondary source
“Don't make Claude do research while it's trying to plan, while it's trying to implement,”
↩︎ Keep research, planning and execution as separate steps“If there's any contradictions in your prompt, you're going to receive lower quality output.”
↩︎ Keep research, planning and execution as separate steps“Catching a wrong direction early—within the first few tool calls—saves significantly more time than letting Claude Code complete an entire misguided approach.”
↩︎ Claude proposes; a person decides and approves“Start a new Claude Code session for each major phase, passing only the distilled conclusions forward rather than dragging the entire context history.”
↩︎ Exam trap 1 - 3.
“The LeadResearcher begins by thinking through the approach and saving its plan to Memory to persist the context”
↩︎ Keep research, planning and execution as separate steps“The LeadResearcher synthesizes these results and decides whether more research is needed”
↩︎ Keep research, planning and execution as separate steps - 4.https://www.anthropic.com/engineering/building-effective-agentsSecondary source
“we recommend finding the simplest solution possible, and only increasing complexity when needed.”
↩︎ Optimizing a process: start simple, decompose, add checks“workflows offer predictability and consistency for well-defined tasks, whereas agents are the better option when flexibility and model-driven decision-making are needed at scale.”
↩︎ Optimizing a process: start simple, decompose, add checks“Prompt chaining decomposes a task into a sequence of steps, where each LLM call processes the output of the previous one.”
↩︎ Optimizing a process: start simple, decompose, add checks - 5.
“These are sample implementations meant to demonstrate core concepts - not production code.”
↩︎ Optimizing a process: start simple, decompose, add checks - 6.
“AI can help you get oriented quickly, but you're still the decision-maker who must apply professional judgment to every deliverable you own”
↩︎ Claude proposes; a person decides and approves“AI can help you get oriented quickly, but you're still the decision-maker who must apply professional judgment to every deliverable you own”
↩︎ Exam trap 2 - 7.https://claude.com/blog/claude-for-financial-advisorsSecondary source
“Claude prepares briefs, summaries, and drafts analyses for advisor review”
↩︎ Claude proposes; a person decides and approves“Investment recommendations, client communications, compliance determinations, and other regulated activities remain subject to human review and approval.”
↩︎ Claude proposes; a person decides and approves“judgment and accountability stay with the advisor”
↩︎ Claude proposes; a person decides and approves