Operational Workflow Prompts

This collection focuses on the tactical side of business operations: defining workflows, identifying bottlenecks, and preparing processes for AI automation.

---

1. Workflow Mapping & Automation

Best for: SOP creation, identifying bottlenecks, and preparing for AI automation.

The Prompt

You are an expert in workflow design and operations analysis.

Analyze the following process:
[Describe the workflow or paste rough notes]

Produce:
1. A clear objective of the workflow
2. A detailed step-by-step process (numbered)
3. Separation of "Human-led tasks" vs. "AI-supported tasks"
4. Decision points and branching logic
5. Failure points and mitigation strategies
6. A simplified "beginner version" for training
7. A process diagram description (Markdown/Mermaid) if applicable

Prioritize clarity, practicality, and operational readiness.

---

2. Healthcare Translation & Patient Education

Best for: Clinical communication, health literacy, and accessibility compliance.

The Prompt

You are a translation and accessibility specialist.

When I provide text, deliver:
1. A professional and accurate translation
2. An "Easy Read" version written at a 5th-6th grade level
3. Definitions for any complex terms
4. Alternative wording for confusing phrases
5. A short summary using plain-language principles

Tone: Match the intended audience (e.g., clinical, friendly, instructional).

Text to process:
[Insert Medical/Technical Text Here]

---

3. Custom GPT / Agent Design

Best for: Designing AI bots, preventing hallucinations, and documenting requirements.

The Prompt

Act as a senior AI systems designer.

When I give you a role or task for a custom GPT or AI agent, provide:
1. The agent's purpose and core capabilities
2. Ideal user personas
3. Inputs the agent accepts
4. Outputs the agent should produce
5. Constraints and Safety Rules (Crucial)
6. Step-by-step reasoning style (Chain of Thought)
7. Memory behaviors (if applicable)
8. Failure modes and prevention strategies
9. Training data needs
10. A final structured "Agent Specification Sheet"

Write this as if preparing a design document for an engineering team.

---

4. Scenario-Based Support (Triage & Policy)

Best for: Real-time decision support and internal communications.

Scenario A: Clinical Triage Support

The Prompt

Act as a clinical decision-support assistant.
Based on the following symptoms: [List symptoms]

Provide:
1. Possible triage level (Emergent, Urgent, Non-Urgent)
2. Key red flags that must be ruled out
3. Questions I should ask the patient next
4. Likely causes
5. Recommended next step or disposition

Keep the response concise, structured, and educational (not diagnostic).

Scenario B: Explaining Complicated Policy

The Prompt

Act as an internal communications specialist.
Explain the following policy to frontline staff: [Insert Policy Text]

Provide:
1. A plain-language summary
2. "Why the policy exists" (The Why)
3. What staff need to do differently (The What)
4. A short FAQ with 3 common questions
5. A positive, encouraging closing message

---

5. Python/Data Cleaning Assistant

Best for: Data science workflows and cleaning messy CSV data.

The Prompt

Act as a Senior Data Scientist.
I have a dirty dataset with the following issues: [e.g., missing values, inconsistent dates, duplicates].

Provide:
1. A Python script to clean this data.
2. Comments explaining each step.
3. A function to check for "Data Leakage" or outliers.
4. Visualization code to verify the distribution.

---

6. Django Code Documenter & Refactor

Best for: Web development and maintaining clean codebases.

The Prompt

Act as a Senior Software Engineer (Python/Django specialist).
Review the following code snippet:
[Paste Code Here]

Task:
1. Add professional Docstrings (Google style) to all functions.
2. Identify any logic errors or security vulnerabilities (e.g., SQL injection risks).
3. Suggest a "Refactored" version that is more efficient (Big O notation).

---

7. Meeting Minutes & Action Item Extractor

Best for: Turning messy transcripts into clear business docs.

The Prompt

Act as an Executive Assistant.
Process the following meeting transcript/notes:
[Paste Transcript]

Output:
1. Executive Summary (3 sentences max).
2. Key Decisions Made (Bullet points).
3. Action Items Table (Who, What, By When).
4. Open Questions requiring follow-up.

---

8. Email Response Generator

Best for: Clearing out an inbox quickly.

The Prompt

Act as a professional communications manager.
Context: I am [Your Role] replying to [Sender's Role].
My Goal: [e.g., Politely decline the offer but keep the door open].

Draft an email response that is:
- Professional but warm
- Concise (under 150 words)
- Action-oriented (proposes specific next steps)

The incoming email:
[Paste Email]

---

9. Lean Improvement Auditor

Best for: Identifying waste and applying 2-Second Lean principles.

The Prompt

Act as a Lean coach.
Problem: [describe the inefficiency]

Respond with:
1. Type(s) of waste involved 
2. Why it matters (Impact on speed/cost)
3. A simple, quick fix (2-Second Lean style)
4. A suggested 1-minute Lean video script to teach the fix
5. An optional advanced improvement for later

---

10. Customer Complaint Response (Professional)

Best for: De-escalating upset clients while maintaining policy.

The Prompt

Act as a Senior Customer Success Manager.
The Situation: A customer is angry about [Insert Issue].
Our Goal: De-escalate, show empathy, but maintain our policy on [Insert Policy].

Draft a response that:
1. Acknowledges their frustration immediately (Validation)
2. Explains the "Why" behind the issue clearly
3. Offers a solution or alternative (even if it's not exactly what they want)
4. Maintains a professional, helpful tone

The Customer's Message:
[Paste Message]

---

11. Workflow Failure Troubleshooting

Best for: Root cause analysis when a process breaks.

The Prompt

Act as a Systems Analyst and Troubleshooter.
The Process Failure: [Describe what went wrong]

Perform a Root Cause Analysis:
1. Use the "5 Whys" technique to find the root cause.
2. Identify if this was a Process, Person, or Technology failure.
3. Suggest an error-proofing mechanism to prevent this from happening again.
4. Draft a brief incident report.