Clawfu-skills persona-generator
Create research-backed buyer personas that drive real marketing and product decisions. Combine Buyer Personas methodology with Jobs-to-be-Done to build profiles based on actual behavior, not demographics fiction. Use when: **Starting customer discovery** to define who you're validating with; **Marketing campaign planning** to target the right messages to right people; **Content strategy** to create content that resonates with specific audiences; **Product roadmap prioritization** to build fea...
git clone https://github.com/guia-matthieu/clawfu-skills
T=$(mktemp -d) && git clone --depth=1 https://github.com/guia-matthieu/clawfu-skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/validation/persona-generator" ~/.claude/skills/guia-matthieu-clawfu-skills-persona-generator && rm -rf "$T"
skills/validation/persona-generator/SKILL.mdPersona Generator
Create research-backed buyer personas that drive real marketing and product decisions. Combine Buyer Personas methodology with Jobs-to-be-Done to build profiles based on actual behavior, not demographics fiction.
When to Use This Skill
- Starting customer discovery to define who you're validating with
- Marketing campaign planning to target the right messages to right people
- Content strategy to create content that resonates with specific audiences
- Product roadmap prioritization to build features for real users
- Sales enablement to help sales understand who they're talking to
- Team alignment to get everyone speaking the same customer language
Methodology Foundation
| Aspect | Details |
|---|---|
| Source | Adele Revella - "Buyer Personas" (2015) + Clayton Christensen - Jobs-to-be-Done |
| Core Principle | "Buyer personas built on real research reveal the thinking behind buying decisions—not just demographics, but motivations, anxieties, and decision criteria." |
| Why This Matters | Most personas are demographic fiction ("Marketing Mary, 35, likes yoga"). Useful personas explain WHY someone buys—their anxieties, trigger events, and decision process. |
What Claude Does vs What You Decide
| Claude Does | You Decide |
|---|---|
| Structures production workflow | Final creative direction |
| Suggests technical approaches | Equipment and tool choices |
| Creates templates and checklists | Quality standards |
| Identifies best practices | Brand/voice decisions |
| Generates script outlines | Final script approval |
What This Skill Does
- Generates research-based personas - Built on behavior, not demographics
- Identifies buying triggers - What events cause someone to seek a solution
- Maps decision criteria - What factors drive the purchase decision
- Surfaces anxieties and barriers - What stops them from buying
- Documents the buyer's journey - How they research and decide
- Creates actionable segments - Personas that drive real decisions
How to Use
Generate Personas from Customer Interviews
I've completed [X] customer interviews. Here are my notes: [summary] Generate buyer personas using the Buyer Personas + JTBD methodology. Focus on buying triggers, decision criteria, and anxieties.
Create Hypothesis Personas (Pre-Research)
I'm building [product] for [market]. Generate hypothesis personas I should validate through customer discovery. Include questions to ask to validate each persona.
Analyze and Improve Existing Personas
Here are our current personas: [paste personas] Analyze them against best practices. What's missing? What questions should we research to make them useful?
Instructions
When generating personas, follow this evidence-based methodology:
Step 1: Understand What Makes Personas Useful
## The Persona Problem ### BAD Personas (Demographic Fiction) "Marketing Mary" - Age: 35 - Income: $80K - Lives in suburbs - Likes yoga and organic food - Uses Instagram **Why this fails:** - Describes demographics, not motivations - Doesn't explain why she would buy - Can't drive marketing/product decisions - Could describe millions of people ### GOOD Personas (Behavioral/JTBD-Based) "The Overwhelmed First-Timer" - **Trigger:** Just got promoted to manager, now responsible for [task] - **Job-to-be-Done:** Make me look competent to my boss - **Current Behavior:** Using spreadsheets, asking colleagues, stressed - **Decision Criteria:** Easy to learn, makes me look good, won't fail publicly - **Anxiety:** "What if I choose wrong and look incompetent?" **Why this works:** - Explains what triggered the search - Reveals what they're really hiring the product to do - Shows how they decide - Surfaces what might stop them - Drives specific marketing and product decisions
Step 2: The Five Rings of Buying Insight
## Adele Revella's Five Rings ### Ring 1: PRIORITY INITIATIVE **What event triggered their search?** Questions to research: - What was the trigger event? - Why now vs. 6 months ago? - What finally made this urgent? - What was the breaking point? Example insight: "They start looking when they get a new boss who asks 'why don't we have...' or when a competitor does something that makes them look behind." --- ### Ring 2: SUCCESS FACTORS **What outcome are they trying to achieve?** Questions to research: - What does success look like? - How will they measure results? - What would make them a hero internally? - What would make them regret the decision? Example insight: "They don't actually want [product feature]. They want to be seen as innovative by their CEO while not risking a high-profile failure." --- ### Ring 3: PERCEIVED BARRIERS **What could stop them from buying?** Questions to research: - What concerns came up during evaluation? - What almost made them walk away? - What would cause them to delay? - What do they fear will go wrong? Example insight: "Their biggest fear isn't that it won't work—it's that their team won't use it and they'll have wasted budget on something that sits unused." --- ### Ring 4: DECISION CRITERIA **How do they evaluate options?** Questions to research: - What features/capabilities are must-haves? - How do they compare options? - Who else influences the decision? - What trade-offs are they willing to make? Example insight: "They create a spreadsheet comparing 3-5 options. Integration with existing stack is #1. If it doesn't connect to Salesforce, they won't consider it." --- ### Ring 5: BUYER'S JOURNEY **How do they research and decide?** Questions to research: - How did they first learn about the category? - What resources did they use to research? - Who did they talk to? - What was the decision timeline? Example insight: "They google '[category] vs [category]' then ask for recommendations in a Slack community. Reviews on G2 are the final checkpoint before talking to sales."
Step 3: Add Jobs-to-be-Done Layer
## JTBD Analysis Per Persona ### The Job Statement "When I [situation], I want to [motivation], so I can [expected outcome]." ### Three Types of Jobs **Functional Job:** What they need to accomplish - "I need to get this report done faster" - "I need to track our campaigns across channels" **Emotional Job:** How they want to feel - "I want to feel confident presenting to the board" - "I don't want to worry about this anymore" **Social Job:** How they want to be perceived - "I want my team to see me as innovative" - "I don't want to look like I made a bad decision" ### Forces That Drive Switching **Push (away from current):** - Pain points with current solution - Frustrations with status quo - External pressures (boss, market, competition) **Pull (toward new):** - Desired outcomes - Attractive features - Vision of better future **Anxiety (about switching):** - Fear of failure - Implementation concerns - Uncertainty about claims **Habit (keeping current):** - Familiarity with status quo - Sunk costs - "Good enough" mentality For a persona to buy: Push + Pull > Anxiety + Habit
Step 4: Persona Template
## PERSONA: [Name Based on Behavior, Not Demographics] ### Snapshot | Aspect | Detail | |--------|--------| | **Role** | [Job title / responsibility] | | **Environment** | [Company size, industry, team structure] | | **Primary JTBD** | [Job statement] | | **Current Solution** | [What they use today] | --- ### Ring 1: Priority Initiative (Trigger) **What triggers the search:** - [Specific event 1] - [Specific event 2] - [Specific event 3] **Why now (urgency drivers):** - [What makes them act now vs. later] **Quotes:** > "[Verbatim from research]" --- ### Ring 2: Success Factors **Desired outcomes:** 1. [Functional outcome] 2. [Emotional outcome] 3. [Social outcome] **How they'll measure success:** - [Metric or indicator] **What makes them a hero:** - [Internal win they're seeking] **Quotes:** > "[Verbatim from research]" --- ### Ring 3: Perceived Barriers **Concerns/anxieties:** 1. [Concern about product/vendor] 2. [Concern about implementation] 3. [Concern about results] **What almost stops them:** - [Top barrier] **Risk they fear most:** - [What failure looks like] **Quotes:** > "[Verbatim from research]" --- ### Ring 4: Decision Criteria **Must-haves (non-negotiable):** 1. [Feature/capability] 2. [Feature/capability] 3. [Feature/capability] **Nice-to-haves:** - [Feature/capability] **Deal-breakers:** - [What would eliminate you] **How they compare:** - [Their evaluation process] **Quotes:** > "[Verbatim from research]" --- ### Ring 5: Buyer's Journey **Stage 1 - Trigger:** [What happens] **Stage 2 - Research:** [Where they look] **Stage 3 - Evaluate:** [How they compare] **Stage 4 - Decide:** [Who's involved] **Stage 5 - Buy:** [Process/procurement] **Information sources:** - [Channel 1] - [Channel 2] - [Influencers] **Timeline:** [Typical decision timeframe] --- ### Jobs-to-be-Done **Primary Job:** "When I [situation], I want to [motivation], so I can [outcome]." **Functional Job:** [What to accomplish] **Emotional Job:** [How to feel] **Social Job:** [How to be seen] **Forces Analysis:** | Force | Strength | Specifics | |-------|----------|-----------| | Push | High/Med/Low | [Details] | | Pull | High/Med/Low | [Details] | | Anxiety | High/Med/Low | [Details] | | Habit | High/Med/Low | [Details] | --- ### Marketing Implications **Messaging that resonates:** - [Message/hook] - [Message/hook] **Content they'd engage with:** - [Content type] - [Content type] **Where to reach them:** - [Channel] - [Channel] **What NOT to say:** - [Anti-message] --- ### Sales Implications **Objections to expect:** - [Objection] - [Objection] **Questions they'll ask:** - [Question] - [Question] **Proof points they need:** - [Case study/demo] **Decision process:** - [How deals close with this persona]
Step 5: Validate and Update
## Persona Validation Checklist ### Is this persona based on evidence? - [ ] Minimum 5 interviews with this type - [ ] Includes verbatim quotes - [ ] Describes behavior, not just demographics - [ ] Explains WHY they buy ### Does this persona enable decisions? - [ ] Marketing team can use it to target campaigns - [ ] Product team can use it to prioritize features - [ ] Sales team can use it to tailor conversations - [ ] Content team can use it to create relevant assets ### Is this persona distinct? - [ ] Clearly different from other personas - [ ] Different triggers - [ ] Different decision criteria - [ ] Different objections/anxieties ### Red Flags (Persona Needs Work) - [ ] Based on assumptions, not research - [ ] All demographics, no behaviors - [ ] No quotes from real customers - [ ] Too vague to drive decisions - [ ] Overlaps significantly with another persona
Examples
Example 1: B2B SaaS Personas
Input:
"Generate personas for our marketing analytics dashboard. Target: marketing managers at 100-500 employee B2B companies. Price: $500/month."
Output:
PERSONA 1: The Proving-ROI Manager
Snapshot
| Aspect | Detail |
|---|---|
| Role | Marketing Manager, reports to VP/CMO |
| Environment | B2B SaaS, 100-300 employees, small marketing team (3-5) |
| Primary JTBD | Prove marketing's ROI to justify budget and headcount |
| Current Solution | Spreadsheets + GA + Hubspot reports (manual) |
Ring 1: Priority Initiative (Trigger)
What triggers the search:
- CFO/CEO asks "what's the ROI on marketing spend?"
- Budget review coming up, needs to defend numbers
- New CMO joins and wants visibility into performance
- Competitor's marketing seems more effective, board asking questions
Why now:
- Annual planning cycle approaching
- Just missed a target and needs to explain why
- Growing pressure to be "data-driven"
Quotes:
"My CFO asked me last week what our CAC is by channel. I had to spend a full day in spreadsheets to give him a rough estimate."
Ring 2: Success Factors
Desired outcomes:
- One dashboard that shows marketing ROI (functional)
- Confidence presenting to leadership (emotional)
- Seen as data-driven and strategic (social)
How they'll measure success:
- Time saved on reporting
- Ability to answer CFO questions immediately
- Cleaner attribution to defend spend
What makes them a hero:
- "This dashboard proved we should 2x our Google Ads budget"
Ring 3: Perceived Barriers
Concerns:
- Will my team actually use this? (adoption)
- Is the data accurate? (trust)
- How long to implement? (time)
What almost stops them:
- Integration complexity with existing stack
- Fear of seeing data they don't want to see
Risk they fear:
- "I buy this, it's wrong, and now I've given the CFO bad data"
Quotes:
"We tried a dashboard before and the numbers never matched Hubspot. That was a disaster."
Ring 4: Decision Criteria
Must-haves:
- Integrates with Hubspot (or their CRM)
- Connects to Google Ads + LinkedIn
- Attribution modeling (not just last-click)
Nice-to-haves:
- Automated reports
- Benchmarks vs. industry
Deal-breakers:
- Manual data entry required
- No Hubspot integration
- Takes >2 weeks to implement
How they compare:
- Create comparison spreadsheet
- Check G2 reviews
- Need social proof from similar companies
Ring 5: Buyer's Journey
- Trigger: CFO asks hard question → realizes need
- Research: Google "marketing attribution software", asks peers in Slack
- Evaluate: Shortlists 3 options, demos each, checks integrations
- Decide: Brings to boss, creates business case, budget approval
- Buy: IT security review, procurement, signed
Timeline: 4-8 weeks from trigger to purchase
Marketing Implications
Messaging that resonates:
- "Answer CFO questions in real-time"
- "Prove marketing ROI without spreadsheets"
- "Attribution you can trust"
Where to reach them:
- LinkedIn (Marketing Manager targeting)
- RevOps/Marketing Slack communities
- G2/Capterra (bottom of funnel)
What NOT to say:
- "Vanity metrics" (they want revenue, not impressions)
- "AI-powered" (skeptical of hype)
PERSONA 2: The Accidental Analyst
Snapshot
| Aspect | Detail |
|---|---|
| Role | Marketing Coordinator or Specialist, early career |
| Environment | B2B, 150-400 employees, reports to Marketing Manager |
| Primary JTBD | Get data to my boss without spending all week in spreadsheets |
| Current Solution | Export from 5 tools, combine in Excel, format in Slides |
Ring 1: Priority Initiative
What triggers the search:
- Weekly report takes 4+ hours to create
- Boss asks for new data cut they can't easily produce
- Made an error in last report, got called out
Quotes:
"Every Monday I dread the reporting. I spend half my day in Excel just pulling numbers together."
Ring 2: Success Factors
Desired outcomes:
- Reporting takes 30 minutes not 4 hours (functional)
- Stop dreading Mondays (emotional)
- Look efficient and capable to manager (social)
Ring 3: Perceived Barriers
Concerns:
- "I'm not technical—will I be able to set this up?"
- "Is this within my budget authority?" (need to get approval)
- "What if the numbers don't match what I've been reporting?"
Ring 4: Decision Criteria
Must-haves:
- No-code setup
- Pre-built report templates
- Easy to learn (not complex)
How they compare:
- Search YouTube for tutorials
- Look for "easy to use" in reviews
- Free trial required
Marketing Implications
Messaging:
- "Your weekly report in 5 minutes"
- "No Excel required"
- "So easy, you'll set it up in an afternoon"
Where to reach:
- YouTube tutorials
- "Best [category] for beginners" content
- Marketing career newsletters
Who they influence:
- They don't buy, but they recommend to their manager (Persona 1)
Example 2: Consumer Product Personas
Input:
"We're launching a premium meal prep service ($150/week). Create personas based on these 8 customer interviews."
Interview Summary:
- 4 were working professionals who said "no time to cook"
- 2 were new parents who said "eating garbage since baby came"
- 2 were fitness-focused who said "need macro-specific meals"
Output:
PERSONA 1: The Burned-Out Professional
Snapshot
| Aspect | Detail |
|---|---|
| Role | Professional, 28-40, demanding job (consulting, finance, tech) |
| Environment | Urban, long hours, high income, limited personal time |
| Primary JTBD | Eat healthy without sacrificing career performance |
| Current Solution | Takeout, occasional HelloFresh (but doesn't cook it) |
Ring 1: Priority Initiative
Triggers:
- Doctor says cholesterol is high
- Gained 10 lbs since starting new job
- Realized they've eaten takeout 5 days straight
- Friend looks great and asks what they're doing
Why now:
- Health scare or milestone birthday
- New Year's resolution
- Partner commented on their diet
Quotes:
"I know I should eat better. I've tried cooking on Sunday but I'm so tired by the weekend I just don't."
Ring 2: Success Factors
Desired outcomes:
- Eat healthy meals without effort (functional)
- Stop feeling guilty about my diet (emotional)
- Look like I have my life together (social)
What success looks like:
- "I eat real food without thinking about it"
- "I have energy in the afternoon"
Ring 3: Perceived Barriers
Concerns:
- "$150/week feels expensive" (but they spend that on takeout)
- "What if I don't like the food?"
- "Will it actually fit my schedule?"
Anxiety:
- "Another subscription I'll cancel in a month"
- "Food delivery quality—will it be fresh?"
Quotes:
"I've tried Blue Apron twice. Both times I ended up with a fridge full of rotting ingredients."
Ring 4: Decision Criteria
Must-haves:
- Zero cooking required (key!)
- Healthy (real ingredients, balanced macros)
- Variety (won't get bored)
Nice-to-haves:
- Customization for preferences
- Delivery flexibility
Deal-breakers:
- Any cooking/prep required
- Only healthy "rabbit food"
- Long subscription commitment
Ring 5: Buyer's Journey
- See friend on Instagram eating nice meal
- Ask them about it or Google "meal delivery no cooking"
- Compare 2-3 options on website, check reviews
- Trial week to test
- Subscribe if trial worked
Timeline: Same-week decision for trial
Marketing Implications
Messaging:
- "Eat like you have a personal chef"
- "Zero prep. Zero cleanup. Real food."
- "For people too busy to cook but too smart to eat garbage"
Where to reach:
- Instagram (lifestyle/food content)
- Podcasts (business, productivity)
- LinkedIn (target by industry)
What NOT to say:
- "Meal kits" (sounds like cooking)
- "Diet food" (sounds restrictive)
PERSONA 2: The Optimized Athlete
(Abbreviated for space)
Key Differences from Persona 1
| Aspect | Burned-Out Professional | Optimized Athlete |
|---|---|---|
| Primary JTBD | Eat healthy without effort | Hit my macros precisely |
| Trigger | Health concern, guilt | Competition coming, plateau |
| Success Factor | Convenience | Performance/results |
| Decision Criteria | No cooking | Macro transparency |
| Barrier | "Another subscription" | "Will macros be accurate?" |
| Messaging | "Zero effort" | "Fuel your performance" |
Checklists & Templates
Persona Interview Questions
## Customer Interview Guide for Persona Development ### Trigger (Priority Initiative) - "What was happening when you first started looking for [solution]?" - "Why now? Why not 6 months ago?" - "What was the trigger event?" - "What finally pushed you to do something?" ### Success Factors - "What did you hope would change after buying?" - "How would you know if this worked?" - "If this was perfect, what would that look like?" - "What would success mean for you personally?" ### Barriers (Perceived Risks) - "What concerns did you have before buying?" - "What almost made you NOT buy?" - "What worries did you have about making a change?" - "What would failure look like?" ### Decision Criteria - "What was most important to you in evaluating options?" - "What features were must-haves?" - "What made you choose us over alternatives?" - "What would have been a deal-breaker?" ### Buyer's Journey - "How did you first hear about this category?" - "What did you research? Where?" - "Who else was involved in the decision?" - "How long from first search to purchase?"
Persona Validation Score
## Persona Quality Score **Persona:** _______________ | Criteria | Score (1-5) | Notes | |----------|-------------|-------| | Based on real interviews (not assumptions) | | | | Includes verbatim quotes | | | | Explains triggers (why now) | | | | Explains decision criteria | | | | Surfaces real anxieties | | | | Maps buyer's journey | | | | Includes JTBD statement | | | | Distinct from other personas | | | | Marketing team can use it | | | | Sales team can use it | | | **Total:** __/50 - 40+: Ready to use - 30-39: Needs more research - <30: Start over with customer interviews
Quick Persona Card
## [Persona Name] **One-liner:** [Job title] who [key behavior] because [primary motivation]. **Trigger:** They start looking when ________________________________ **Job-to-be-Done:** "When I [situation], I want to [motivation], so I can [outcome]." **Top 3 Decision Criteria:** 1. 2. 3. **Biggest Anxiety:** ________________________________ **We win by:** ________________________________
Skill Boundaries
What This Skill Does Well
- Structuring audio production workflows
- Providing technical guidance
- Creating quality checklists
- Suggesting creative approaches
What This Skill Cannot Do
- Replace audio engineering expertise
- Make subjective creative decisions
- Access or edit audio files directly
- Guarantee commercial success
References
- Revella, Adele. "Buyer Personas" (2015) - Five Rings methodology
- Christensen, Clayton. "Competing Against Luck" (2016) - Jobs-to-be-Done
- Ulwick, Tony. "What Customers Want" (2005) - Outcome-Driven Innovation
- Blank, Steve. "The Four Steps to the Epiphany" (2005) - Customer archetypes
- Klement, Alan. "When Coffee and Kale Compete" (2016) - JTBD for product
Related Skills
- jobs-to-be-done - Deep dive on JTBD theory
- buyer-personas - Original Adele Revella framework
- mom-test - How to interview customers for persona research
- customer-discovery - Systematic validation methodology
- audience-research - Broader audience understanding
Skill Metadata (Internal Use)
name: persona-generator category: validation subcategory: customer-research version: 1.0 author: MKTG Skills source_expert: Adele Revella, Clayton Christensen source_work: Buyer Personas, Competing Against Luck difficulty: intermediate estimated_value: $3,000 persona research project tags: [personas, customer-research, JTBD, buyer-personas, segmentation, YC] created: 2026-01-25 updated: 2026-01-25