
My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨
PUBLISHED ON
JANUARY 2025
The Ultimate AI-Powered Interview Preparation Feature


My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW


LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.


REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.


IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨

My role
Product design, user flows
Wireframing, UI Design
team
Abhinav - PM,
Noble - Lead PD
timeline
10 Nov - 22 Nov 2024
Overview
EventBeep is a career acceleration platform helping job seekers bridge the gap between preparation and real-world opportunities through innovative solutions.
I led the end-to-end design of our AI Interview Feature -
a breakthrough tool that replaces expensive human mock interviews with an AI-powered avatar interviewer. This solution provides scalable, objective practice with instant feedback to help users build confidence and communication skills.
Following it’s launch in January 2025 we achieved;
7000+ interview sessions completed in first 8 weeks
3.4/5 average rating for feedback usefulness
68% reduction in users reporting extreme interview anxiety
PROBLEM USERS FACED
Job seekers faced significant barriers in interview preparation:
Professional mock interviews were prohibitively expensive (₹5000+ per session)
Human interviewers provided inconsistent, subjective feedback
78% of users reported freezing during real interviews despite knowing answers
Non-native English speakers lacked judgment-free practice environments
"I paid ₹6000 for mock interviews and got completely different feedback each time." – User interview”
SOLUTION
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
USER FLOW

LANDING PAGE
The LandingPage introduces the AI Interview Feature here because users need to understand exactly what they're getting into before investing time or money.
By clearly offering 2 free attempts upfront, we strike a balance - it's enough to experience the feature's real value (those "aha, this actually works!" moments) while still preserving the incentive to upgrade.

REPORT PAGE
The Report Page is where users receive their interview results, structured to guide them from broad insights to actionable feedback. It opens with the Overall Score—a clear indicator of performance—alongside high-level recommendations on where to improve.
As users scroll down, they’ll find the Detailed Evaluation, breaking down their performance topic-by-topic to show exactly how they were assessed. The most valuable part comes last: a dedicated Strengths & Weaknesses analysis that doesn’t just highlight areas for growth, but frames them as opportunities—helping users understand why certain responses worked (or didn’t) and how to refine their approach for next time. Every element is designed to turn raw data into practical next steps.

IMPACT
We developed an AI Interview Feature that:
Simulates human-like interactions through an animated avatar.
Provides instant, objective feedback on both content and delivery.
Allows unlimited practice with adaptive difficulty levels.
Creates a safe space to fail and improve.
Key features included:
Real-time speech analysis and evaluation
Conversational practice flow with natural pauses
Detailed feedback on answer structure, clarity, and relevance
Progress tracking across sessions
SCOPE FOR FUTURE VISION
Currently, the AI interviewer provides feedback after each set of questions. We aim to make this more interactive by enabling real-time feedback during answers, helping users self-correct as they speak.
Users currently experience a standardized interview flow. We plan to introduce customizable interview personalities - from supportive coach to tough tech interviewer - allowing practice under different scenarios.
The system currently evaluates answers individually. Our next phase will connect responses across a session to detect and highlight inconsistencies in a candidate's story or technical explanations.
Looking ahead, we're exploring:
Industry-specific interview modes (e.g., startup vs corporate styles)
Voice modulation analysis to help users improve their tone and pacing
AI-generated follow-up questions based on previous answers
The long-term vision includes developing emotional intelligence capabilities, where the AI can recognize user frustration or confidence drops and adapt its approach accordingly.
"We're not just building a practice tool - we're creating an always-available career coach that evolves with each user's journey."
FINAL THOUGHTS
Designing the AI Interview Feature taught me the power of strategic constraints. By focusing on core user needs first, we created a solution that genuinely improves interview outcomes. The project reinforced that great design happens at the intersection of technology and human behavior.
Seeing users gain confidence through our tool has been incredibly rewarding. We're just beginning to scratch the surface of how AI can democratize career opportunities.
Thank you for reading! ✨