Interview prep generator

Generate STAR stories, practice questions, and talking points from resume

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Interview Prep Generator

When to Use This Skill

Use this skill when the user wants to:

  • Prepare for a job interview
  • Practice answering interview questions
  • Create STAR stories from their experience
  • Anticipate questions for a specific role
  • Mentions: "interview prep", "prepare for interview", "STAR stories", "interview questions", "behavioral questions"

Core Capabilities

  • Generate role-specific interview questions
  • Create STAR stories from resume bullets
  • Predict questions based on job description
  • Prepare answers for common questions
  • Create talking points for each experience
  • Identify potential concerns and prepare responses

Interview Preparation Framework

Phase 1: Role Analysis

  • Extract likely questions from job description
  • Identify skills that will be tested
  • Research company interview style

Phase 2: Story Banking

  • Convert resume bullets into STAR stories
  • Create stories for common competencies
  • Practice concise delivery

Phase 3: Mock Preparation

  • Practice common questions
  • Prepare questions to ask
  • Research company-specific topics

The STAR Method Detailed

Structure

  • Situation: Set the context (1-2 sentences)
  • Task: Describe your responsibility (1 sentence)
  • Action: Explain what YOU did (2-3 sentences)
  • Result: Share the outcome with metrics (1-2 sentences)

STAR Story Template

SITUATION: "At [Company], we faced [specific challenge/context]..."

TASK: "I was responsible for [specific ownership]..."

ACTION: "I [specific action 1], [specific action 2], and [specific action 3]..."

RESULT: "As a result, [quantified outcome]. This led to [business impact]."

Example STAR Story

Question: "Tell me about a time you led a team through a difficult project."

Answer:

SITUATION: "At TechCorp, our main product was losing customers to a competitor who had launched a better mobile experience. We were seeing 5% monthly churn, up from our normal 2%."

TASK: "As the product manager, I was responsible for turning around our mobile product to stop the bleeding and win back customers."

ACTION: "I started by interviewing 30 churned customers to understand exactly why they left. Based on that research, I prioritized 5 critical features that would achieve parity with competitors. I then worked with engineering to restructure our roadmap, negotiated with leadership to add 2 contract developers, and implemented weekly sprint reviews to keep the project on track. I also started a beta program with 50 of our best customers to get feedback before full launch."

RESULT: "We launched the improved mobile app in 3 months, reducing churn from 5% back to 2% within 60 days. We recovered 35% of churned customers and the NPS for our mobile app increased from 32 to 58. This project was recognized in our company all-hands as a turnaround success."

Time: 90 seconds to 2 minutes

Story Banking Process

Step 1: Identify Core Competencies

Leadership Stories Needed:

  • Led a team through challenge
  • Managed conflict
  • Made a difficult decision
  • Delegated effectively
  • Developed/mentored someone

Problem-Solving Stories Needed:

  • Solved complex technical problem
  • Fixed a process that was broken
  • Handled unexpected obstacle
  • Made decision with incomplete information
  • Improved something proactively

Collaboration Stories Needed:

  • Worked with difficult colleague
  • Aligned cross-functional stakeholders
  • Built consensus
  • Partnered with other teams
  • Influenced without authority

Achievement Stories Needed:

  • Exceeded goals/expectations
  • Delivered under pressure
  • Went above and beyond
  • Took initiative
  • Accomplished something proud of

Failure/Growth Stories Needed:

  • Made a mistake and learned
  • Received critical feedback
  • Failed and recovered
  • Changed approach based on learning

Step 2: Map Resume to Stories

For each resume bullet, create a full STAR story:

RESUME BULLET: "Led cross-functional team of 12 to deliver $2M product launch"

STAR EXPANSION:

SITUATION: Our company was losing market share to a competitor, and leadership decided we needed to launch a new product line within 6 months.

TASK: As Product Manager, I was tasked with leading the product from concept to launch, coordinating across engineering, design, marketing, and sales teams (12 people total).

ACTION: 
- I established weekly cross-functional syncs and a shared Notion workspace
- Created a detailed project plan with milestones and dependencies
- Implemented a rapid prototyping process with 2-week design sprints
- Personally resolved 3 major conflicts between engineering and marketing
- Presented monthly updates to leadership to maintain alignment

RESULT: 
- Launched on time and under budget
- Generated $2M revenue in first year
- Acquired 50 new enterprise customers
- Team received company innovation award

Step 3: Create Multiple Versions

Each story should have:

  • Full version: 2 minutes (for "tell me about a time...")
  • Short version: 60 seconds (for follow-ups)
  • One-liner: 15 seconds (for "give me an example")

Common Interview Questions by Category

Behavioral Questions

Leadership:

  • "Tell me about a time you led a team."
  • "Describe a situation where you had to make an unpopular decision."
  • "How have you developed team members?"
  • "Tell me about a time you dealt with a difficult team member."

Problem-Solving:

  • "Describe a complex problem you solved."
  • "Tell me about a time something didn't go as planned."
  • "How do you approach problems with incomplete information?"
  • "Give an example of an innovative solution you developed."

Collaboration:

  • "Tell me about working with someone difficult."
  • "Describe a time you had to influence someone without authority."
  • "How do you handle disagreements with colleagues?"
  • "Tell me about a successful cross-functional project."

Achievement:

  • "What's your proudest professional accomplishment?"
  • "Tell me about a time you exceeded expectations."
  • "Describe a goal you achieved against the odds."
  • "What's the biggest impact you've had in your career?"

Failure/Growth:

  • "Tell me about a time you failed."
  • "What's the biggest mistake you've made at work?"
  • "How do you handle criticism?"
  • "What would you do differently in your career?"

Role-Specific Questions

Product Management:

  • "How do you prioritize features?"
  • "Walk me through how you'd approach [product problem]."
  • "How do you measure product success?"
  • "Tell me about a product you shipped from 0 to 1."

Engineering:

  • "Describe your experience with [specific technology]."
  • "How do you approach code reviews?"
  • "Tell me about a technical challenge you solved."
  • "How do you balance technical debt vs. features?"

Marketing:

  • "How do you measure campaign success?"
  • "Tell me about a campaign that didn't work."
  • "How do you allocate budget across channels?"
  • "Describe your approach to brand building."

Sales:

  • "Walk me through your sales process."
  • "Tell me about a deal you lost and why."
  • "How do you handle objections?"
  • "Describe your largest closed deal."

Standard Questions

About You:

  • "Tell me about yourself." (2 min pitch)
  • "Walk me through your resume."
  • "Why are you looking for a new role?"
  • "Where do you see yourself in 5 years?"

About the Role:

  • "Why this role?"
  • "What interests you about this position?"
  • "What do you think this role entails?"
  • "What would you do in your first 90 days?"

About the Company:

  • "Why this company?"
  • "What do you know about us?"
  • "Why do you want to work here?"
  • "What excites you about our mission?"

Questions to Ask Interviewers

For Hiring Manager

  • "What does success look like in this role at 30/60/90 days?"
  • "What are the biggest challenges facing the team?"
  • "How is performance measured?"
  • "What's the team structure?"

For Team Members

  • "What's a typical day/week like?"
  • "What do you enjoy most about working here?"
  • "How do teams collaborate?"
  • "What would you want a new hire to know?"

For Executives

  • "What's the company's strategy for the next year?"
  • "How does this team contribute to company goals?"
  • "What keeps you excited about the company?"

To Avoid

  • ❌ Questions about salary/benefits (save for HR)
  • ❌ Questions you could easily Google
  • ❌ Negative questions about company problems
  • ❌ Yes/no questions (ask open-ended)

Handling Difficult Questions

"What's your greatest weakness?"

Formula: Real weakness + Self-awareness + Improvement steps

"I tend to be overly detail-oriented, which can sometimes slow me down. I've recognized this and now set time limits for tasks and ask for feedback on when good enough is good enough. In my current role, I've also learned to delegate detailed work when appropriate."

"Why are you leaving your current job?"

Keep it:

  • Positive (growth-focused)
  • Forward-looking (not complaint-based)
  • Brief (don't over-explain)
"I've learned a lot at [Company], but I'm looking for [specific opportunity] that I don't see available in my current path. This role at [Company] offers exactly that - the chance to [specific thing]."

"Tell me about a time you failed"

Must include:

  • Real failure (not humble brag)
  • What you learned
  • How you applied the learning
"In my first year as a PM, I launched a feature without sufficient user research. The feature was technically sound but users found it confusing. Only 10% adopted it. I learned the hard way that building the right thing matters more than building the thing right. Since then, I never skip user research - I now always do at least 10 user interviews before major feature decisions."

Salary Questions

Deflect until you have to answer:

"I'm flexible on compensation and more focused on finding the right role. Can you share the range budgeted for this position?"

If pressed:

"Based on my research and experience, I'm looking for something in the range of $X-$Y, but I'm open to discussing the full compensation package."

Output Format

When generating interview prep:

# INTERVIEW PREP: [POSITION] AT [COMPANY]

## Role Analysis
**Key competencies they'll test:**
1. [Competency] - Evidence: [From JD]
2. [Competency] - Evidence: [From JD]
3. [Competency] - Evidence: [From JD]

## Predicted Questions

### High Probability (prepare thoroughly)
1. [Question] → Use story: [Story name]
2. [Question] → Use story: [Story name]
3. [Question] → Use story: [Story name]

### Medium Probability
1. [Question]
2. [Question]

## Your STAR Story Bank

### Story 1: [Name - e.g., "Product Launch Success"]
**Use for:** Leadership, Achievement, Cross-functional
**STAR:**
- S: [Situation]
- T: [Task]
- A: [Action]
- R: [Result with metrics]
**Short version:** [60 second version]

### Story 2: [Name]
[Same structure]

## "Tell Me About Yourself" Script
[2-minute pitch tailored to this role]

## Questions to Ask
**For Hiring Manager:**
1. [Question]
2. [Question]

**For Team:**
1. [Question]
2. [Question]

## Company Research Notes
- Recent news: [Item]
- Key facts to reference: [Facts]
- Potential concerns: [Items to be ready for]

## Red Flag Answers to Avoid
- Don't mention: [Topics]
- Don't criticize: [Past employer aspects]
- Watch out for: [Potential trap questions]

Implementation Checklist

For complete interview prep:

  1. ✅ Analyze job description for competencies
  2. ✅ Create 8-10 STAR stories covering all competencies
  3. ✅ Write "tell me about yourself" pitch
  4. ✅ Prepare answers for likely questions
  5. ✅ Research company thoroughly
  6. ✅ Prepare thoughtful questions to ask
  7. ✅ Practice out loud (time yourself)
  8. ✅ Prepare logistics (outfit, route, tech check)
  9. ✅ Review the day before interview
  10. ✅ Send thank you notes after
1---
2name: interview-prep-generator
3description: Generate STAR stories, practice questions, and talking points from resume
4---
5 
6# Interview Prep Generator
7 
8## When to Use This Skill
9 
10Use this skill when the user wants to:
11- Prepare for a job interview
12- Practice answering interview questions
13- Create STAR stories from their experience
14- Anticipate questions for a specific role
15- Mentions: "interview prep", "prepare for interview", "STAR stories", "interview questions", "behavioral questions"
16 
17## Core Capabilities
18 
19- Generate role-specific interview questions
20- Create STAR stories from resume bullets
21- Predict questions based on job description
22- Prepare answers for common questions
23- Create talking points for each experience
24- Identify potential concerns and prepare responses
25 
26## Interview Preparation Framework
27 
28### Phase 1: Role Analysis
29- Extract likely questions from job description
30- Identify skills that will be tested
31- Research company interview style
32 
33### Phase 2: Story Banking
34- Convert resume bullets into STAR stories
35- Create stories for common competencies
36- Practice concise delivery
37 
38### Phase 3: Mock Preparation
39- Practice common questions
40- Prepare questions to ask
41- Research company-specific topics
42 
43## The STAR Method Detailed
44 
45### Structure
46- **S**ituation: Set the context (1-2 sentences)
47- **T**ask: Describe your responsibility (1 sentence)
48- **A**ction: Explain what YOU did (2-3 sentences)
49- **R**esult: Share the outcome with metrics (1-2 sentences)
50 
51### STAR Story Template
52 
53```
54SITUATION: "At [Company], we faced [specific challenge/context]..."
55 
56TASK: "I was responsible for [specific ownership]..."
57 
58ACTION: "I [specific action 1], [specific action 2], and [specific action 3]..."
59 
60RESULT: "As a result, [quantified outcome]. This led to [business impact]."
61```
62 
63### Example STAR Story
64 
65**Question:** "Tell me about a time you led a team through a difficult project."
66 
67**Answer:**
68```
69SITUATION: "At TechCorp, our main product was losing customers to a competitor who had launched a better mobile experience. We were seeing 5% monthly churn, up from our normal 2%."
70 
71TASK: "As the product manager, I was responsible for turning around our mobile product to stop the bleeding and win back customers."
72 
73ACTION: "I started by interviewing 30 churned customers to understand exactly why they left. Based on that research, I prioritized 5 critical features that would achieve parity with competitors. I then worked with engineering to restructure our roadmap, negotiated with leadership to add 2 contract developers, and implemented weekly sprint reviews to keep the project on track. I also started a beta program with 50 of our best customers to get feedback before full launch."
74 
75RESULT: "We launched the improved mobile app in 3 months, reducing churn from 5% back to 2% within 60 days. We recovered 35% of churned customers and the NPS for our mobile app increased from 32 to 58. This project was recognized in our company all-hands as a turnaround success."
76```
77 
78**Time:** 90 seconds to 2 minutes
79 
80## Story Banking Process
81 
82### Step 1: Identify Core Competencies
83 
84**Leadership Stories Needed:**
85- Led a team through challenge
86- Managed conflict
87- Made a difficult decision
88- Delegated effectively
89- Developed/mentored someone
90 
91**Problem-Solving Stories Needed:**
92- Solved complex technical problem
93- Fixed a process that was broken
94- Handled unexpected obstacle
95- Made decision with incomplete information
96- Improved something proactively
97 
98**Collaboration Stories Needed:**
99- Worked with difficult colleague
100- Aligned cross-functional stakeholders
101- Built consensus
102- Partnered with other teams
103- Influenced without authority
104 
105**Achievement Stories Needed:**
106- Exceeded goals/expectations
107- Delivered under pressure
108- Went above and beyond
109- Took initiative
110- Accomplished something proud of
111 
112**Failure/Growth Stories Needed:**
113- Made a mistake and learned
114- Received critical feedback
115- Failed and recovered
116- Changed approach based on learning
117 
118### Step 2: Map Resume to Stories
119 
120For each resume bullet, create a full STAR story:
121 
122```
123RESUME BULLET: "Led cross-functional team of 12 to deliver $2M product launch"
124 
125STAR EXPANSION:
126 
127SITUATION: Our company was losing market share to a competitor, and leadership decided we needed to launch a new product line within 6 months.
128 
129TASK: As Product Manager, I was tasked with leading the product from concept to launch, coordinating across engineering, design, marketing, and sales teams (12 people total).
130 
131ACTION:
132- I established weekly cross-functional syncs and a shared Notion workspace
133- Created a detailed project plan with milestones and dependencies
134- Implemented a rapid prototyping process with 2-week design sprints
135- Personally resolved 3 major conflicts between engineering and marketing
136- Presented monthly updates to leadership to maintain alignment
137 
138RESULT:
139- Launched on time and under budget
140- Generated $2M revenue in first year
141- Acquired 50 new enterprise customers
142- Team received company innovation award
143```
144 
145### Step 3: Create Multiple Versions
146 
147Each story should have:
148- **Full version:** 2 minutes (for "tell me about a time...")
149- **Short version:** 60 seconds (for follow-ups)
150- **One-liner:** 15 seconds (for "give me an example")
151 
152## Common Interview Questions by Category
153 
154### Behavioral Questions
155 
156**Leadership:**
157- "Tell me about a time you led a team."
158- "Describe a situation where you had to make an unpopular decision."
159- "How have you developed team members?"
160- "Tell me about a time you dealt with a difficult team member."
161 
162**Problem-Solving:**
163- "Describe a complex problem you solved."
164- "Tell me about a time something didn't go as planned."
165- "How do you approach problems with incomplete information?"
166- "Give an example of an innovative solution you developed."
167 
168**Collaboration:**
169- "Tell me about working with someone difficult."
170- "Describe a time you had to influence someone without authority."
171- "How do you handle disagreements with colleagues?"
172- "Tell me about a successful cross-functional project."
173 
174**Achievement:**
175- "What's your proudest professional accomplishment?"
176- "Tell me about a time you exceeded expectations."
177- "Describe a goal you achieved against the odds."
178- "What's the biggest impact you've had in your career?"
179 
180**Failure/Growth:**
181- "Tell me about a time you failed."
182- "What's the biggest mistake you've made at work?"
183- "How do you handle criticism?"
184- "What would you do differently in your career?"
185 
186### Role-Specific Questions
187 
188**Product Management:**
189- "How do you prioritize features?"
190- "Walk me through how you'd approach [product problem]."
191- "How do you measure product success?"
192- "Tell me about a product you shipped from 0 to 1."
193 
194**Engineering:**
195- "Describe your experience with [specific technology]."
196- "How do you approach code reviews?"
197- "Tell me about a technical challenge you solved."
198- "How do you balance technical debt vs. features?"
199 
200**Marketing:**
201- "How do you measure campaign success?"
202- "Tell me about a campaign that didn't work."
203- "How do you allocate budget across channels?"
204- "Describe your approach to brand building."
205 
206**Sales:**
207- "Walk me through your sales process."
208- "Tell me about a deal you lost and why."
209- "How do you handle objections?"
210- "Describe your largest closed deal."
211 
212### Standard Questions
213 
214**About You:**
215- "Tell me about yourself." (2 min pitch)
216- "Walk me through your resume."
217- "Why are you looking for a new role?"
218- "Where do you see yourself in 5 years?"
219 
220**About the Role:**
221- "Why this role?"
222- "What interests you about this position?"
223- "What do you think this role entails?"
224- "What would you do in your first 90 days?"
225 
226**About the Company:**
227- "Why this company?"
228- "What do you know about us?"
229- "Why do you want to work here?"
230- "What excites you about our mission?"
231 
232## Questions to Ask Interviewers
233 
234### For Hiring Manager
235- "What does success look like in this role at 30/60/90 days?"
236- "What are the biggest challenges facing the team?"
237- "How is performance measured?"
238- "What's the team structure?"
239 
240### For Team Members
241- "What's a typical day/week like?"
242- "What do you enjoy most about working here?"
243- "How do teams collaborate?"
244- "What would you want a new hire to know?"
245 
246### For Executives
247- "What's the company's strategy for the next year?"
248- "How does this team contribute to company goals?"
249- "What keeps you excited about the company?"
250 
251### To Avoid
252- ❌ Questions about salary/benefits (save for HR)
253- ❌ Questions you could easily Google
254- ❌ Negative questions about company problems
255- ❌ Yes/no questions (ask open-ended)
256 
257## Handling Difficult Questions
258 
259### "What's your greatest weakness?"
260 
261**Formula:** Real weakness + Self-awareness + Improvement steps
262 
263```
264"I tend to be overly detail-oriented, which can sometimes slow me down. I've recognized this and now set time limits for tasks and ask for feedback on when good enough is good enough. In my current role, I've also learned to delegate detailed work when appropriate."
265```
266 
267### "Why are you leaving your current job?"
268 
269**Keep it:**
270- Positive (growth-focused)
271- Forward-looking (not complaint-based)
272- Brief (don't over-explain)
273 
274```
275"I've learned a lot at [Company], but I'm looking for [specific opportunity] that I don't see available in my current path. This role at [Company] offers exactly that - the chance to [specific thing]."
276```
277 
278### "Tell me about a time you failed"
279 
280**Must include:**
281- Real failure (not humble brag)
282- What you learned
283- How you applied the learning
284 
285```
286"In my first year as a PM, I launched a feature without sufficient user research. The feature was technically sound but users found it confusing. Only 10% adopted it. I learned the hard way that building the right thing matters more than building the thing right. Since then, I never skip user research - I now always do at least 10 user interviews before major feature decisions."
287```
288 
289### Salary Questions
290 
291**Deflect until you have to answer:**
292 
293```
294"I'm flexible on compensation and more focused on finding the right role. Can you share the range budgeted for this position?"
295```
296 
297**If pressed:**
298```
299"Based on my research and experience, I'm looking for something in the range of $X-$Y, but I'm open to discussing the full compensation package."
300```
301 
302## Output Format
303 
304When generating interview prep:
305 
306```markdown
307# INTERVIEW PREP: [POSITION] AT [COMPANY]
308 
309## Role Analysis
310**Key competencies they'll test:**
3111. [Competency] - Evidence: [From JD]
3122. [Competency] - Evidence: [From JD]
3133. [Competency] - Evidence: [From JD]
314 
315## Predicted Questions
316 
317### High Probability (prepare thoroughly)
3181. [Question] → Use story: [Story name]
3192. [Question] → Use story: [Story name]
3203. [Question] → Use story: [Story name]
321 
322### Medium Probability
3231. [Question]
3242. [Question]
325 
326## Your STAR Story Bank
327 
328### Story 1: [Name - e.g., "Product Launch Success"]
329**Use for:** Leadership, Achievement, Cross-functional
330**STAR:**
331- S: [Situation]
332- T: [Task]
333- A: [Action]
334- R: [Result with metrics]
335**Short version:** [60 second version]
336 
337### Story 2: [Name]
338[Same structure]
339 
340## "Tell Me About Yourself" Script
341[2-minute pitch tailored to this role]
342 
343## Questions to Ask
344**For Hiring Manager:**
3451. [Question]
3462. [Question]
347 
348**For Team:**
3491. [Question]
3502. [Question]
351 
352## Company Research Notes
353- Recent news: [Item]
354- Key facts to reference: [Facts]
355- Potential concerns: [Items to be ready for]
356 
357## Red Flag Answers to Avoid
358- Don't mention: [Topics]
359- Don't criticize: [Past employer aspects]
360- Watch out for: [Potential trap questions]
361```
362 
363## Implementation Checklist
364 
365For complete interview prep:
3661. ✅ Analyze job description for competencies
3672. ✅ Create 8-10 STAR stories covering all competencies
3683. ✅ Write "tell me about yourself" pitch
3694. ✅ Prepare answers for likely questions
3705. ✅ Research company thoroughly
3716. ✅ Prepare thoughtful questions to ask
3727. ✅ Practice out loud (time yourself)
3738. ✅ Prepare logistics (outfit, route, tech check)
3749. ✅ Review the day before interview
37510. ✅ Send thank you notes after
376 

Discussion

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