Allegro: Bridging Communication Gaps through AI

Allegro: Bridging Communication Gaps through AI

Allegro: Bridging Communication Gaps through AI

Allegro: Bridging Communication Gaps through AI

Over fall of 2025, I participated in a project through the University of Washington’s Human-Centered Design and Engineering course, where I designed Allegro, an AI-powered online meeting assistant for English as a Second Language (ESL) employees.

Allegro supports real-time meetings by providing both technical and emotional assistance, helping ESL employees communicate more confidently.

Over fall of 2025, I participated in a project through the University of Washington’s Human-Centered Design and Engineering course, where I designed Allegro, an AI-powered online meeting assistant for English as a Second Language (ESL) employees.

Allegro supports real-time meetings by providing both technical and emotional assistance, helping ESL employees communicate more confidently.

Over fall of 2025, I participated in a project through the University of Washington’s Human-Centered Design and Engineering course, where I designed Allegro, an AI-powered online meeting assistant for English as a Second Language (ESL) employees.

Allegro supports real-time meetings by providing both technical and emotional assistance, helping ESL employees communicate more confidently.

Over fall of 2025, I participated in a project through the University of Washington’s Human-Centered Design and Engineering course, where I designed Allegro, an AI-powered online meeting assistant for English as a Second Language (ESL) employees.

Allegro supports real-time meetings by providing both technical and emotional assistance, helping ESL employees communicate more confidently.

Timeframe

Sep 2025 - Dec 2025

Role

UI/UX Design

UX Research

Tools

Figma

Cursor

Lovable

Team

2 UX Designer

1 UX Researcher

1 Project Manager

Timeframe

Sep 2025 - Dec 2025

Role

UI/UX Design

UX Research

Tools

Figma

Cursor

Lovable

Team

2 UX Designer

1 UX Researcher

1 Project Manager

Timeframe

Sep 2025 - Dec 2025

Role

UI/UX Design

UX Research

Tools

Figma

Cursor

Lovable

Team

2 UX Designer

1 UX Researcher

1 Project Manager

Timeframe

Sep 2025 - Dec 2025

Role

UI/UX Design

UX Research

Tools

Figma

Cursor

Lovable

Team

2 UX Designer

1 UX Researcher

1 Product Manager

PROBLEM

PROBLEM

PROBLEM

PROBLEM

Non-native English-speaking professionals often struggle to follow and participate in fast-paced online meetings because of challenges interpreting idioms, slang, humor, and tone shifts, creating cognitive overload.

Non-native English-speaking professionals often struggle to follow and participate in fast-paced online meetings because of challenges interpreting idioms, slang, humor, and tone shifts, creating cognitive overload.

Non-native English-speaking professionals often struggle to follow and participate in fast-paced online meetings because of challenges interpreting idioms, slang, humor, and tone shifts, creating cognitive overload.

Non-native English-speaking professionals often struggle to follow and participate in fast-paced online meetings because of challenges interpreting idioms, slang, humor, and tone shifts, creating cognitive overload.

RESEARCH QUESTIONS

Envisioning Research Questions

To understand where and why communication friction occurs, we grounded our investigation in three guiding research questions:

In which moments and channels do communication breakdowns between ESL employees and teammates most often occur?

Which work tasks or goals are most affected by communication frictions?

What tactics and tools do ESL employees currently use to reduce confusion, and how effective are they?

RESEARCH QUESTIONS

Envisioning Research Questions

To understand where and why communication friction occurs, we grounded our investigation in three guiding research questions:

In which moments and channels do communication breakdowns between ESL employees and teammates most often occur?

Which work tasks or goals are most affected by communication frictions?

What tactics and tools do ESL employees currently use to reduce confusion, and how effective are they?

RESEARCH QUESTIONS

Envisioning Research Questions

To understand where and why communication friction occurs, we grounded our investigation in three guiding research questions:

In which moments and channels do communication breakdowns between ESL employees and teammates most often occur?

Which work tasks or goals are most affected by communication frictions?

What tactics and tools do ESL employees currently use to reduce confusion, and how effective are they?

RESEARCH QUESTIONS

Envisioning Research Questions

To understand where and why communication friction occurs, we grounded our investigation in three guiding research questions:

Which work tasks or goals are most affected by communication frictions?

In which moments and channels do communication breakdowns between ESL employees and teammates most often occur?

What tactics and tools do ESL employees currently use to reduce confusion, and how effective are they?

Define User Needs:

3 Research Methods

Define User Needs:

3 Research Methods

Define User Needs:

3 Research Methods

Define User Needs:

3 Research Methods

For the user research, we conducted survey, semi-structured interview, publication analysis.


We used the survey to collect background information and measure English-speaking confidence, and the interviews to understand the reasons behind participants’ behaviors.

For the user research, we conducted survey, semi-structured interview, publication analysis.


We used the survey to collect background information and measure English-speaking confidence, and the interviews to understand the reasons behind participants’ behaviors.

For the user research, we conducted survey, semi-structured interview, publication analysis.


We used the survey to collect background information and measure English-speaking confidence, and the interviews to understand the reasons behind participants’ behaviors.

For the user research, we conducted survey, semi-structured interview, publication analysis.


We used the survey to collect background information and measure English-speaking confidence, and the interviews to understand the reasons behind participants’ behaviors.

USER RESREARCH

USER RESREARCH

USER RESREARCH

USER RESREARCH

Synthesizing Research Using LLM

Synthesizing Research Using LLM

Synthesizing Research Using LLM

Synthesizing Research Using LLM

After collecting the raw data, we trained LLMs to synthesize qualitative findings and identify design priorities, shifting our understanding of ESL employee frustration from language difficulty to confidence and social dynamics.


Design requirements focused on transparency, empowerment over fixing, and support for both ESL and native speakers.

After collecting the raw data, we trained LLMs to synthesize qualitative findings and identify design priorities, shifting our understanding of ESL employee frustration from language difficulty to confidence and social dynamics.


Design requirements focused on transparency, empowerment over fixing, and support for both ESL and native speakers.

After collecting the raw data, we trained LLMs to synthesize qualitative findings and identify design priorities, shifting our understanding of ESL employee frustration from language difficulty to confidence and social dynamics.


Design requirements focused on transparency, empowerment over fixing, and support for both ESL and native speakers.

After collecting the raw data, we trained LLMs to synthesize qualitative findings and identify design priorities, shifting our understanding of ESL employee frustration from language difficulty to confidence and social dynamics.


Design requirements focused on transparency, empowerment over fixing, and support for both ESL and native speakers.

GOAL

GOAL

GOAL

GOAL

Based on research findings, our design goals focused on empowering users without replacing their voice, minimizing real-time cognitive load, and supporting long-term communication confidence across diverse meeting contexts.

Based on research findings, our design goals focused on empowering users without replacing their voice, minimizing real-time cognitive load, and supporting long-term communication confidence across diverse meeting contexts.

Based on research findings, our design goals focused on empowering users without replacing their voice, minimizing real-time cognitive load, and supporting long-term communication confidence across diverse meeting contexts.

Based on research findings, our design goals focused on empowering users without replacing their voice, minimizing real-time cognitive load, and supporting long-term communication confidence across diverse meeting contexts.

DESIGN QUESTION

DESIGN QUESTION

DESIGN QUESTION

DESIGN QUESTION

How might we support ESL professionals in navigating communications in online meetings — especially when conversations include slang, jargon, humor, or shifts between professional and casual tones?

How might we support ESL professionals in navigating communications in online meetings — especially when conversations include slang, jargon, humor, or shifts between professional and casual tones?

How might we support ESL professionals in navigating communications in online meetings — especially when conversations include slang, jargon, humor, or shifts between professional and casual tones?

How might we support ESL professionals in navigating communications in online meetings — especially when conversations include slang, jargon, humor, or shifts between professional and casual tones?

Support users during meetings with AI-powered features that can increase engagement and encourage active participation.

Support users during meetings with AI-powered features that can increase engagement and encourage active participation.

Support users during meetings with AI-powered features that can increase engagement and encourage active participation.

Support users during meetings with AI-powered features that can increase engagement and encourage active participation.

Help users reflect on meetings by providing post-meeting impact cards and automated action items.

Help users reflect on meetings by providing post-meeting impact cards and automated action items.

Help users reflect on meetings by providing post-meeting impact cards and automated action items.

Help users reflect on meetings by providing post-meeting impact cards and automated action items.

2 Different Design Approaches

2 Different Design Approaches

2 Different Design Approaches

2 Different Design Approaches

APPROACH

APPROACH

APPROACH

APPROACH

Post-Meeting Summary

+ Impact Card

Post-Meeting Summary

+ Impact Card

Post-Meeting Summary

+ Impact Card

Post-Meeting Summary

+ Impact Card

Pros

Pros

Pros

Pros

  • Reduces cognitive load by auto-capturing action items and achievements, removing manual note-taking.

  • Builds confidence through personalized reflections that highlight contributions and growth.

  • Reduces cognitive load by auto-capturing action items and achievements, removing manual note-taking.

  • Builds confidence through personalized reflections that highlight contributions and growth.

  • Reduces cognitive load by auto-capturing action items and achievements, removing manual note-taking.

  • Builds confidence through personalized reflections that highlight contributions and growth.

  • Reduces cognitive load by auto-capturing action items and achievements, removing manual note-taking.

  • Builds confidence through personalized reflections that highlight contributions and growth.

Cons

Cons

Cons

Cons

  • Risk of oversimplification—summaries may miss nuance and limit deeper reflection.

  • Relies on user trust—some may feel uncomfortable with AI evaluating their impact

  • Risk of oversimplification—summaries may miss nuance and limit deeper reflection.

  • Relies on user trust—some may feel uncomfortable with AI evaluating their impact

  • Risk of oversimplification—summaries may miss nuance and limit deeper reflection.

  • Relies on user trust—some may feel uncomfortable with AI evaluating their impact

  • Risk of oversimplification—summaries may miss nuance and limit deeper reflection.

  • Relies on user trust—some may feel uncomfortable with AI evaluating their impact

IDEATION & SKETCH 1

IDEATION & SKETCH 1

IDEATION & SKETCH 1

IDEATION & SKETCH 1

Humor Mode + Tone Radar

Humor Mode + Tone Radar

Humor Mode + Tone Radar

Humor Mode + Tone Radar

Pros

Pros

Pros

Pros

  • Improves social comfort by signaling humor, sarcasm, and tone shifts ESL speakers may miss.

  • Supports participation with context-aware prompts that ease small talk and entry into conversations.

  • Improves social comfort by signaling humor, sarcasm, and tone shifts ESL speakers may miss.

  • Supports participation with context-aware prompts that ease small talk and entry into conversations.

  • Improves social comfort by signaling humor, sarcasm, and tone shifts ESL speakers may miss.

  • Supports participation with context-aware prompts that ease small talk and entry into conversations.

  • Improves social comfort by signaling humor, sarcasm, and tone shifts ESL speakers may miss.

  • Supports participation with context-aware prompts that ease small talk and entry into conversations.

Cons

Cons

Cons

Cons

  • Potential distraction if visual cues or tone indicators draw attention away from the main conversation.

  • Potential distraction if visual cues or tone indicators draw attention away from the main conversation.

  • Potential distraction if visual cues or tone indicators draw attention away from the main conversation.

  • Potential distraction if visual cues or tone indicators draw attention away from the main conversation.

IDEATION & SKETCH 2

IDEATION & SKETCH 2

IDEATION & SKETCH 2

IDEATION & SKETCH 2

Topic-Grouped Timeline + Interactive Transcript

Topic-Grouped Timeline + Interactive Transcript

Topic-Grouped Timeline + Interactive Transcript

Topic-Grouped Timeline + Interactive Transcript

Pros

Pros

Pros

Pros

  • Addresses speed and comprehension with topic clusters and plain-English summaries.

  • Builds vocabulary through instant slang/idiom definitions and saved phrases.

  • Supports participation with context-aware prompts for easier conversation entry.

  • Addresses speed and comprehension with topic clusters and plain-English summaries.

  • Builds vocabulary through instant slang/idiom definitions and saved phrases.

  • Supports participation with context-aware prompts for easier conversation entry.

  • Addresses speed and comprehension with topic clusters and plain-English summaries.

  • Builds vocabulary through instant slang/idiom definitions and saved phrases.

  • Supports participation with context-aware prompts for easier conversation entry.

  • Addresses speed and comprehension with topic clusters and plain-English summaries.

  • Builds vocabulary through instant slang/idiom definitions and saved phrases.

  • Supports participation with context-aware prompts for easier conversation entry.

Cons

Cons

Cons

Cons

  • Misses social context like small talk and relationship-building.

  • May increase reliance on visual aids, dividing attention in live conversations.

  • Misses social context like small talk and relationship-building.

  • May increase reliance on visual aids, dividing attention in live conversations.

  • Misses social context like small talk and relationship-building.

  • May increase reliance on visual aids, dividing attention in live conversations.

  • Misses social context like small talk and relationship-building.

  • May increase reliance on visual aids, dividing attention in live conversations.

IDEATION & SKETCH 3

IDEATION & SKETCH 3

IDEATION & SKETCH 3

IDEATION & SKETCH 3

Experimenting

with Early Ideas Using Lovable

Experimenting

with Early Ideas Using Lovable

Experimenting

with Early Ideas Using Lovable

Experimenting

with Early Ideas Using Lovable

After sketching features, we implemented them in Lovable to evaluate feasibility, interaction flows, and page structure early in the process.

After sketching features, we implemented them in Lovable to evaluate feasibility, interaction flows, and page structure early in the process.

After sketching features, we implemented them in Lovable to evaluate feasibility, interaction flows, and page structure early in the process.

After sketching features, we implemented them in Lovable to evaluate feasibility, interaction flows, and page structure early in the process.

IDEATION

IDEATION

IDEATION

IDEATION

User Flows

User Flows

User Flows

User Flows

We created user flows that map how users navigate our product step by step across various meeting scenarios.

We created user flows that map how users navigate our product step by step across various meeting scenarios.

We created user flows that map how users navigate our product step by step across various meeting scenarios.

We created user flows that map how users navigate our product step by step across various meeting scenarios.

USER FLOWS

USER FLOWS

USER FLOWS

USER FLOWS

Opportunities to See Our Product's Usability

Opportunities to See Our Product's Usability

Opportunities to See Our Product's Usability

Opportunities to See Our Product's Usability

We conducted usability testing with five ESL professionals using a clickable low-fidelity prototype. Participants completed task-based scenarios simulating fast-paced online meetings while thinking aloud.

We conducted usability testing with five ESL professionals using a clickable low-fidelity prototype. Participants completed task-based scenarios simulating fast-paced online meetings while thinking aloud.

We conducted usability testing with five ESL professionals using a clickable low-fidelity prototype. Participants completed task-based scenarios simulating fast-paced online meetings while thinking aloud.

We conducted usability testing with five ESL professionals using a clickable low-fidelity prototype. Participants completed task-based scenarios simulating fast-paced online meetings while thinking aloud.

USABILITY TESTING

USABILITY TESTING

USABILITY TESTING

USABILITY TESTING

✅ Validated

✅ Validated

✅ Validated

✅ Validated

Timeline and catch-up summaries significantly reduced stress by allowing users to regain context without interrupting meetings.

Timeline and catch-up summaries significantly reduced stress by allowing users to regain context without interrupting meetings.

Timeline and catch-up summaries significantly reduced stress by allowing users to regain context without interrupting meetings.

Timeline and catch-up summaries significantly reduced stress by allowing users to regain context without interrupting meetings.

Hover definitions for slang, jargon, and idioms enabled discreet clarification and reduced embarrassment.

Hover definitions for slang, jargon, and idioms enabled discreet clarification and reduced embarrassment.

Hover definitions for slang, jargon, and idioms enabled discreet clarification and reduced embarrassment.

Hover definitions for slang, jargon, and idioms enabled discreet clarification and reduced embarrassment.

Post-meeting recaps, including summaries, action items, and saved vocabulary—were valued for reflection and long-term communication improvement.

Post-meeting recaps, including summaries, action items, and saved vocabulary—were valued for reflection and long-term communication improvement.

Post-meeting recaps, including summaries, action items, and saved vocabulary—were valued for reflection and long-term communication improvement.

Post-meeting recaps, including summaries, action items, and saved vocabulary—were valued for reflection and long-term communication improvement.

⚠️ Mixed

⚠️ Mixed

⚠️ Mixed

⚠️ Mixed

The Impact Card received mixed reactions: while some users valued recognition, others felt uncomfortable being evaluated by AI.

Based on this feedback, the feature was redesigned to be optional and fully user-controlled.

The Impact Card received mixed reactions: while some users valued recognition, others felt uncomfortable being evaluated by AI.

Based on this feedback, the feature was redesigned to be optional and fully user-controlled.

The Impact Card received mixed reactions: while some users valued recognition, others felt uncomfortable being evaluated by AI.

Based on this feedback, the feature was redesigned to be optional and fully user-controlled.

The Impact Card received mixed reactions: while some users valued recognition, others felt uncomfortable being evaluated by AI.

Based on this feedback, the feature was redesigned to be optional and fully user-controlled.

❌ Removed / Redesigned

❌ Removed / Redesigned

❌ Removed / Redesigned

❌ Removed / Redesigned

Live AI question suggestions felt unnatural and risky, with users preferring topic tracking over prescriptive prompts.

Live AI question suggestions felt unnatural and risky, with users preferring topic tracking over prescriptive prompts.

Live AI question suggestions felt unnatural and risky, with users preferring topic tracking over prescriptive prompts.

Live AI question suggestions felt unnatural and risky, with users preferring topic tracking over prescriptive prompts.

Visual tone rings and humor emojis increased anxiety and mistrust in AI interpretation, leading us to remove them in favor of subtle, text-based cues within the transcript.

Visual tone rings and humor emojis increased anxiety and mistrust in AI interpretation, leading us to remove them in favor of subtle, text-based cues within the transcript.

Visual tone rings and humor emojis increased anxiety and mistrust in AI interpretation, leading us to remove them in favor of subtle, text-based cues within the transcript.

Visual tone rings and humor emojis increased anxiety and mistrust in AI interpretation, leading us to remove them in favor of subtle, text-based cues within the transcript.

TexGPT

TexGPT

TexGPT

TexGPT

AI Generator

AI Generator

AI Generator

AI Generator

⌘ + Shift + G

⌘ + Shift + G

⌘ + Shift + G

⌘ + Shift + G

AI Editor

AI Editor

AI Editor

AI Editor

⌘ + Shift + E

⌘ + Shift + E

⌘ + Shift + E

⌘ + Shift + E

Use the Robot button as a unified entry point

Use the Robot button as a unified entry point

Use the Robot button as a unified entry point

Use the Robot button as a unified entry point

APPROACH 2 — CONSOLIDATED SCATTERED AI ENTRY POINTS

APPROACH 2 — CONSOLIDATED SCATTERED AI ENTRY POINTS

APPROACH 2 — CONSOLIDATED SCATTERED AI ENTRY POINTS

APPROACH 2 — CONSOLIDATED SCATTERED AI ENTRY POINTS

Based on usability testing, we identified several UX improvements and addressed them through multiple iterations

Based on usability testing, we identified several UX improvements and addressed them through multiple iterations

Based on usability testing, we identified several UX improvements and addressed them through multiple iterations

Based on usability testing, we identified several UX improvements and addressed them through multiple iterations

ITERATIONS

ITERATIONS

ITERATIONS

ITERATIONS

Casual

Casual

Casual

Casual

Quarterly Product Strategy Review

Quarterly Product Strategy Review

Quarterly Product Strategy Review

Quarterly Product Strategy Review

4

4

4

4

Replaced Question Suggestion to Topic Suggestion

Replaced Question Suggestion to Topic Suggestion

Replaced Question Suggestion to Topic Suggestion

Replaced Question Suggestion to Topic Suggestion

We chose topic suggestions over question suggestions because suggested questions require users to judge appropriateness, relevance, and potential embarrassment.

We chose topic suggestions over question suggestions because suggested questions require users to judge appropriateness, relevance, and potential embarrassment.

We chose topic suggestions over question suggestions because suggested questions require users to judge appropriateness, relevance, and potential embarrassment.

We chose topic suggestions over question suggestions because suggested questions require users to judge appropriateness, relevance, and potential embarrassment.

Questions Suggestions

Questions Suggestions

Questions Suggestions

Questions Suggestions

Brand Experience

Brand Experience

Brand Experience

Brand Experience

12:41

12:41

12:41

12:41

Which parts of the agent’s workflow are you open to simplifying or automating first?

Which parts of the agent’s workflow are you open to simplifying or automating first?

Which parts of the agent’s workflow are you open to simplifying or automating first?

Which parts of the agent’s workflow are you open to simplifying or automating first?

If accuracy drops slightly but speed improves, would that still meet your expectations?

If accuracy drops slightly but speed improves, would that still meet your expectations?

If accuracy drops slightly but speed improves, would that still meet your expectations?

If accuracy drops slightly but speed improves, would that still meet your expectations?

How much customization are you expecting on top of the base model?

How much customization are you expecting on top of the base model?

How much customization are you expecting on top of the base model?

How much customization are you expecting on top of the base model?

Generate more questions

Generate more questions

Generate more questions

Generate more questions

Refined Timeline Bar to Improve Glancability

Refined Timeline Bar to Improve Glancability

Refined Timeline Bar to Improve Glancability

Refined Timeline Bar to Improve Glancability

I improved glanceability by refining the timeline bar design and adjusting colors to better align with the dark mode theme.
At the same time, I provided users with more concise summaries, recognizing that long summaries are difficult to scan during the meeting.

I improved glanceability by refining the timeline bar design and adjusting colors to better align with the dark mode theme.
At the same time, I provided users with more concise summaries, recognizing that long summaries are difficult to scan during the meeting.

I improved glanceability by refining the timeline bar design and adjusting colors to better align with the dark mode theme.
At the same time, I provided users with more concise summaries, recognizing that long summaries are difficult to scan during the meeting.

I improved glanceability by refining the timeline bar design and adjusting colors to better align with the dark mode theme.
At the same time, I provided users with more concise summaries, recognizing that long summaries are difficult to scan during the meeting.

Kick Off

Kick Off

Kick Off

Kick Off

12:41

12:41

12:41

12:41

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

View all

View all

View all

View all

Kick off

Kick off

Kick off

Kick off

Social + Creative Performance

Social + Creative Performance

Social + Creative Performance

Social + Creative Performance

Experimentation for Next Month

Experimentation for Next Month

Experimentation for Next Month

Experimentation for Next Month

Action Items

Action Items

Action Items

Action Items

Timeline

Timeline

Timeline

Timeline

27:25

27:25

27:25

27:25

Kick Off

Kick Off

Kick Off

Kick Off

0:00-3:32

0:00-3:32

0:00-3:32

0:00-3:32

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

Incorporated Humor Mode into Word Detector

Incorporated Humor Mode into Word Detector

Incorporated Humor Mode into Word Detector

Incorporated Humor Mode into Word Detector

We integrated a humor mode into the word detector to allow users to read content more clearly without being blocked by the humor detector.

We integrated a humor mode into the word detector to allow users to read content more clearly without being blocked by the humor detector.

We integrated a humor mode into the word detector to allow users to read content more clearly without being blocked by the humor detector.

We integrated a humor mode into the word detector to allow users to read content more clearly without being blocked by the humor detector.

Refined CTA Colors and Replaced the Tone Radar with the Meeting Title

Refined CTA Colors and Replaced the Tone Radar with the Meeting Title

Refined CTA Colors and Replaced the Tone Radar with the Meeting Title

Refined CTA Colors and Replaced the Tone Radar with the Meeting Title

We removed the tone ring and replaced it with the meeting title. I also refined the button icon size to improve the UI.

We removed the tone ring and replaced it with the meeting title. I also refined the button icon size to improve the UI.

We removed the tone ring and replaced it with the meeting title. I also refined the button icon size to improve the UI.

We removed the tone ring and replaced it with the meeting title. I also refined the button icon size to improve the UI.

Casual

Casual

Casual

Casual

Quarterly Product Strategy Review

Quarterly Product Strategy Review

Quarterly Product Strategy Review

Quarterly Product Strategy Review

4

4

4

4

Progress only to Progress + Improvements

Progress only to Progress + Improvements

Progress only to Progress + Improvements

Progress only to Progress + Improvements

The initial design only showed users their progress and meeting contributions.

However, we added an improvement card after users expressed a need to see areas for growth to support their long-term communication development.

The initial design only showed users their progress and meeting contributions.

However, we added an improvement card after users expressed a need to see areas for growth to support their long-term communication development.

The initial design only showed users their progress and meeting contributions.

However, we added an improvement card after users expressed a need to see areas for growth to support their long-term communication development.

The initial design only showed users their progress and meeting contributions.

However, we added an improvement card after users expressed a need to see areas for growth to support their long-term communication development.

👍

👍

👍

👍

Clarity Boost

Clarity Boost

Clarity Boost

Clarity Boost

You clarified an idea or question that others were unsure about, helping the team stay aligned.

You clarified an idea or question that others were unsure about, helping the team stay aligned.

You clarified an idea or question that others were unsure about, helping the team stay aligned.

You clarified an idea or question that others were unsure about, helping the team stay aligned.

Strong Explanation

Strong Explanation

Strong Explanation

Strong Explanation

You delivered a strong, easy-to-follow explanation that helped the team move forward.

You delivered a strong, easy-to-follow explanation that helped the team move forward.

You delivered a strong, easy-to-follow explanation that helped the team move forward.

You delivered a strong, easy-to-follow explanation that helped the team move forward.

🧭

🧭

🧭

🧭

Direction Set

Direction Set

Direction Set

Direction Set

Your input shaped the team’s direction — you helped define what comes next and kept the meeting on track.

Your input shaped the team’s direction — you helped define what comes next and kept the meeting on track.

Your input shaped the team’s direction — you helped define what comes next and kept the meeting on track.

Your input shaped the team’s direction — you helped define what comes next and kept the meeting on track.

Your Impact

Your Impact

Your Impact

Your Impact

Search and Filter Refinement

Search and Filter Refinement

Search and Filter Refinement

Search and Filter Refinement

The initial design only supported newest and oldest sorting, which limited users to quickly find words alphabetically. I also implemented a search feature using Cursor.

The initial design only supported newest and oldest sorting, which limited users to quickly find words alphabetically. I also implemented a search feature using Cursor.

The initial design only supported newest and oldest sorting, which limited users to quickly find words alphabetically. I also implemented a search feature using Cursor.

The initial design only supported newest and oldest sorting, which limited users to quickly find words alphabetically. I also implemented a search feature using Cursor.

FINAL EXPERIENCE 1 — AI-POWERED ASSISTANCE DURING MEETINGS

FINAL EXPERIENCE 1 — AI-POWERED ASSISTANCE DURING MEETINGS

FINAL EXPERIENCE 1 — AI-POWERED ASSISTANCE DURING MEETINGS

FINAL EXPERIENCE 1 — AI-POWERED ASSISTANCE DURING MEETINGS

Introduced three different AI powered features that encourages users participate during the meeting

Introduced three different AI powered features that encourages users participate during the meeting

Introduced three different AI powered features that encourages users participate during the meeting

Introduced three different AI powered features that encourages users participate during the meeting

Grouped Summaries with Timeline Navigation

Grouped Summaries with Timeline Navigation

Grouped Summaries with Timeline Navigation

Grouped Summaries with Timeline Navigation

Grouped AI summary that clusters topics and allows users to backtrack easily.

Grouped AI summary that clusters topics and allows users to backtrack easily.

Grouped AI summary that clusters topics and allows users to backtrack easily.

Grouped AI summary that clusters topics and allows users to backtrack easily.

Live Summary

Live Summary

Live Summary

Live Summary

Kick Off

Kick Off

Kick Off

Kick Off

00:00

00:00

00:00

00:00

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

Social + Creative Performance

Social + Creative Performance

Social + Creative Performance

Social + Creative Performance

2:41

2:41

2:41

2:41

Cynthia shared that engagement is up 18%, with carousel posts outperforming video. Early drop-off in long-form video suggests the next cut needs a faster start. Sarah agreed the intro should be tightened for both social and email use.

Cynthia shared that engagement is up 18%, with carousel posts outperforming video. Early drop-off in long-form video suggests the next cut needs a faster start. Sarah agreed the intro should be tightened for both social and email use.

Cynthia shared that engagement is up 18%, with carousel posts outperforming video. Early drop-off in long-form video suggests the next cut needs a faster start. Sarah agreed the intro should be tightened for both social and email use.

Cynthia shared that engagement is up 18%, with carousel posts outperforming video. Early drop-off in long-form video suggests the next cut needs a faster start. Sarah agreed the intro should be tightened for both social and email use.

Experimentation for Next Month

Experimentation for Next Month

Experimentation for Next Month

Experimentation for Next Month

7:13

7:13

7:13

7:13

Based on competitor research, Elena proposed “mixing things up” by trying more playful tone in select posts. Team aligned on running small tests while maintaining brand voice.

Based on competitor research, Elena proposed “mixing things up” by trying more playful tone in select posts. Team aligned on running small tests while maintaining brand voice.

Based on competitor research, Elena proposed “mixing things up” by trying more playful tone in select posts. Team aligned on running small tests while maintaining brand voice.

Based on competitor research, Elena proposed “mixing things up” by trying more playful tone in select posts. Team aligned on running small tests while maintaining brand voice.

Action Items

Action Items

Action Items

Action Items

17:24

17:24

17:24

17:24

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint.

Transcript Enhancements

(Definitions + Humor Detection)

Transcript Enhancements

(Definitions + Humor Detection)

Transcript Enhancements

(Definitions + Humor Detection)

Transcript Enhancements

(Definitions + Humor Detection)

 Live transcript detecting slang, jargon, idioms with definitions, as well as humor.

 Live transcript detecting slang, jargon, idioms with definitions, as well as humor.

 Live transcript detecting slang, jargon, idioms with definitions, as well as humor.

 Live transcript detecting slang, jargon, idioms with definitions, as well as humor.

AI-Generated Topic Suggestions

AI-Generated Topic Suggestions

AI-Generated Topic Suggestions

AI-Generated Topic Suggestions

 Context-aware prompts that support users in formulating contributions when they feel unsure how to speak up.

 Context-aware prompts that support users in formulating contributions when they feel unsure how to speak up.

 Context-aware prompts that support users in formulating contributions when they feel unsure how to speak up.

 Context-aware prompts that support users in formulating contributions when they feel unsure how to speak up.

Topic Suggestions

Topic Suggestions

Topic Suggestions

Topic Suggestions

Unresolved Timeline Concern

Unresolved Timeline Concern

Unresolved Timeline Concern

Unresolved Timeline Concern

A timeline issue was mentioned but never fully clarified.

A timeline issue was mentioned but never fully clarified.

A timeline issue was mentioned but never fully clarified.

A timeline issue was mentioned but never fully clarified.

Unanswered Flow Question

Unanswered Flow Question

Unanswered Flow Question

Unanswered Flow Question

A question about the user flow surfaced but wasn’t revisited.

A question about the user flow surfaced but wasn’t revisited.

A question about the user flow surfaced but wasn’t revisited.

A question about the user flow surfaced but wasn’t revisited.

Roadmap Impact Gap

Roadmap Impact Gap

Roadmap Impact Gap

Roadmap Impact Gap

A question about how feedback affects the roadmap went unanswered.

A question about how feedback affects the roadmap went unanswered.

A question about how feedback affects the roadmap went unanswered.

A question about how feedback affects the roadmap went unanswered.

Incomplete Next Step

Incomplete Next Step

Incomplete Next Step

Incomplete Next Step

A next step was noted without a clear owner or deadline.

A next step was noted without a clear owner or deadline.

A next step was noted without a clear owner or deadline.

A next step was noted without a clear owner or deadline.

Generate more suggestions

Generate more suggestions

Generate more suggestions

Generate more suggestions

Allow users to reflect on meeting by providing post meeting impact card

Allow users to reflect on meeting by providing post meeting impact card

Allow users to reflect on meeting by providing post meeting impact card

Allow users to reflect on meeting by providing post meeting impact card

FINAL EXPERIENCE 2 — POST MEETING REFLECTION

FINAL EXPERIENCE 2 — POST MEETING REFLECTION

FINAL EXPERIENCE 2 — POST MEETING REFLECTION

FINAL EXPERIENCE 2 — POST MEETING REFLECTION

Post-Meeting Recap

Post-Meeting Recap

Post-Meeting Recap

Post-Meeting Recap

 Context-aware prompts that support users in formulating contributions when they feel unsure how to speak up.

 Context-aware prompts that support users in formulating contributions when they feel unsure how to speak up.

 Context-aware prompts that support users in formulating contributions when they feel unsure how to speak up.

 Context-aware prompts that support users in formulating contributions when they feel unsure how to speak up.

Allegro

Allegro

Allegro

Allegro

Quarterly Product Strategy Review

Quarterly Product Strategy Review

Quarterly Product Strategy Review

Quarterly Product Strategy Review

Nov 26 2025

Nov 26 2025

Nov 26 2025

Nov 26 2025

34:21

34:21

34:21

34:21

11

11

11

11

Your Impact

Your Impact

Your Impact

Your Impact

Progress Only

Progress Only

Progress Only

Progress Only

👍

Clarity Boost

You clarified a confusing point and kept the team aligned.

👍

Clarity Boost

You clarified a confusing point and kept the team aligned.

👍

Clarity Boost

You clarified a confusing point and kept the team aligned.

👍

Clarity Boost

You clarified a confusing point and kept the team aligned.

Strong Explanation

You gave a clear, strong explanation that helped the team move forward.

Strong Explanation

You gave a clear, strong explanation that helped the team move forward.

Strong Explanation

You gave a clear, strong explanation that helped the team move forward.

Strong Explanation

You gave a clear, strong explanation that helped the team move forward.

🧭

Direction Set

Your input shaped our direction and kept the meeting on track.

🧭

Direction Set

Your input shaped our direction and kept the meeting on track.

🧭

Direction Set

Your input shaped our direction and kept the meeting on track.

🧭

Direction Set

Your input shaped our direction and kept the meeting on track.

Summary

Summary

Summary

Summary

Transcript

Transcript

Transcript

Transcript

Kick Off

Kick Off

Kick Off

Kick Off

00:00

00:00

00:00

00:00

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

The team agreed to finalize the revised onboarding flow and prepare it for the next sprint. The updated version streamlines several steps and adds clearer guidance to help new users understand each stage more easily.

Social + Creative Performance

Social + Creative Performance

Social + Creative Performance

Social + Creative Performance

2:41

2:41

2:41

2:41

Cynthia shared that engagement is up 18%, with carousel posts outperforming video. Early drop-off in long-form video suggests the next cut needs a faster start.

Cynthia shared that engagement is up 18%, with carousel posts outperforming video. Early drop-off in long-form video suggests the next cut needs a faster start.

Cynthia shared that engagement is up 18%, with carousel posts outperforming video. Early drop-off in long-form video suggests the next cut needs a faster start.

Cynthia shared that engagement is up 18%, with carousel posts outperforming video. Early drop-off in long-form video suggests the next cut needs a faster start.

Experimentation for Next Month

Experimentation for Next Month

Experimentation for Next Month

Experimentation for Next Month

6:00

6:00

6:00

6:00

Cynthia reported an 18% increase in engagement, with carousel posts outperforming video. Early drop-off in long-form content indicates that next month’s experiments should prioritize faster, more dynamic openings to sustain viewer attention.

Cynthia reported an 18% increase in engagement, with carousel posts outperforming video. Early drop-off in long-form content indicates that next month’s experiments should prioritize faster, more dynamic openings to sustain viewer attention.

Cynthia reported an 18% increase in engagement, with carousel posts outperforming video. Early drop-off in long-form content indicates that next month’s experiments should prioritize faster, more dynamic openings to sustain viewer attention.

Cynthia reported an 18% increase in engagement, with carousel posts outperforming video. Early drop-off in long-form content indicates that next month’s experiments should prioritize faster, more dynamic openings to sustain viewer attention.

Experimentation Insights from Earlier This Month

Experimentation Insights from Earlier This Month

Experimentation Insights from Earlier This Month

Experimentation Insights from Earlier This Month

10:35

10:35

10:35

10:35

Highlighted an 18% engagement uplift, driven by carousel formats. Early viewer drop-off in video indicates a need to explore quicker, more compelling intros in future tests.

Highlighted an 18% engagement uplift, driven by carousel formats. Early viewer drop-off in video indicates a need to explore quicker, more compelling intros in future tests.

Highlighted an 18% engagement uplift, driven by carousel formats. Early viewer drop-off in video indicates a need to explore quicker, more compelling intros in future tests.

Highlighted an 18% engagement uplift, driven by carousel formats. Early viewer drop-off in video indicates a need to explore quicker, more compelling intros in future tests.

Needs for action item clarification

Needs for action item clarification

Needs for action item clarification

Needs for action item clarification

9:30

9:30

9:30

9:30

The team discussed areas where the onboarding flow still needs clearer definition. Additional alignment is required to ensure that each step is fully scoped, actionable, and ready for handoff in the next sprint.

The team discussed areas where the onboarding flow still needs clearer definition. Additional alignment is required to ensure that each step is fully scoped, actionable, and ready for handoff in the next sprint.

The team discussed areas where the onboarding flow still needs clearer definition. Additional alignment is required to ensure that each step is fully scoped, actionable, and ready for handoff in the next sprint.

The team discussed areas where the onboarding flow still needs clearer definition. Additional alignment is required to ensure that each step is fully scoped, actionable, and ready for handoff in the next sprint.

Action Items

Action Items

Action Items

Action Items

Export

Export

Export

Export

Coordinate with engineers

Coordinate with engineers

Coordinate with engineers

Coordinate with engineers

Finalize product roadmap and share with stakeholders

Finalize product roadmap and share with stakeholders

Finalize product roadmap and share with stakeholders

Finalize product roadmap and share with stakeholders

Sync with Amy about design decisions

Sync with Amy about design decisions

Sync with Amy about design decisions

Sync with Amy about design decisions

Saved Words

Saved Words

Saved Words

Saved Words

View all

View all

View all

View all

Get to the point

Get to the point

Get to the point

Get to the point

To be direct and focused; to say the most important part without extra details.

To be direct and focused; to say the most important part without extra details.

To be direct and focused; to say the most important part without extra details.

To be direct and focused; to say the most important part without extra details.

Circle back

Circle back

Circle back

Circle back

Return to this topic later

Return to this topic later

Return to this topic later

Return to this topic later

Boil the ocean

Boil the ocean

Boil the ocean

Boil the ocean

Try to do too much at once.

Try to do too much at once.

Try to do too much at once.

Try to do too much at once.

Land and expand

Land and expand

Land and expand

Land and expand

Start small, then grow once it works.

Start small, then grow once it works.

Start small, then grow once it works.

Start small, then grow once it works.

Allegro

Allegro

Allegro

Allegro

DESIGN SYSTEMS

DESIGN SYSTEMS

DESIGN SYSTEMS

DESIGN SYSTEMS

FINAL DEMO

FINAL DEMO

FINAL DEMO

FINAL DEMO

REFLECTION

REFLECTION

REFLECTION

REFLECTION

Looking Back

Looking Back

Looking Back

Looking Back

As a team with all ESL members, working on Allegro pushed us to rethink both ESL communication and how we collaborate. Early on, when we were debating which project idea to pursue, we created an evaluation form to compare concepts based on creativity, innovative potential, and user value, and this helped us move from opinions to productive discussion and make a confident decision. Throughout the project, our group moved forward with clear communication and respectful critique, especially when iterating on AI features.

As a team with all ESL members, working on Allegro pushed us to rethink both ESL communication and how we collaborate. Early on, when we were debating which project idea to pursue, we created an evaluation form to compare concepts based on creativity, innovative potential, and user value, and this helped us move from opinions to productive discussion and make a confident decision. Throughout the project, our group moved forward with clear communication and respectful critique, especially when iterating on AI features.

As a team with all ESL members, working on Allegro pushed us to rethink both ESL communication and how we collaborate. Early on, when we were debating which project idea to pursue, we created an evaluation form to compare concepts based on creativity, innovative potential, and user value, and this helped us move from opinions to productive discussion and make a confident decision. Throughout the project, our group moved forward with clear communication and respectful critique, especially when iterating on AI features.

As a team with all ESL members, working on Allegro pushed us to rethink both ESL communication and how we collaborate. Early on, when we were debating which project idea to pursue, we created an evaluation form to compare concepts based on creativity, innovative potential, and user value, and this helped us move from opinions to productive discussion and make a confident decision. Throughout the project, our group moved forward with clear communication and respectful critique, especially when iterating on AI features.

I learned about…

I learned about…

I learned about…

I learned about…

Diverse User Research Methods

Diverse User Research Methods

Diverse User Research Methods

Diverse User Research Methods

AI in Design Process

AI in Design Process

AI in Design Process

AI in Design Process

Information Hierarchy

Information Hierarchy

Information Hierarchy

Information Hierarchy

This project allowed me to think beyond my scope and adopt a user-centered perspective by combining quantitative insights from surveys, qualitative insights from user interviews, and secondary research to understand the sources of friction.

This project allowed me to think beyond my scope and adopt a user-centered perspective by combining quantitative insights from surveys, qualitative insights from user interviews, and secondary research to understand the sources of friction.

This project allowed me to think beyond my scope and adopt a user-centered perspective by combining quantitative insights from surveys, qualitative insights from user interviews, and secondary research to understand the sources of friction.

This project allowed me to think beyond my scope and adopt a user-centered perspective by combining quantitative insights from surveys, qualitative insights from user interviews, and secondary research to understand the sources of friction.

Using Cursor allowed me to implement features that were technically challenging to build in Figma, for example keyboard focus ring and activating search bar.

Using Cursor allowed me to implement features that were technically challenging to build in Figma, for example keyboard focus ring and activating search bar.

Using Cursor allowed me to implement features that were technically challenging to build in Figma, for example keyboard focus ring and activating search bar.

Using Cursor allowed me to implement features that were technically challenging to build in Figma, for example keyboard focus ring and activating search bar.

Because the post-meeting screen contains high information density, establishing a clear visual hierarchy was essential. I used a gradient color to highlight the Impact Card, making key insights immediately scannable and helping users quickly focus on the most important information.

Because the post-meeting screen contains high information density, establishing a clear visual hierarchy was essential. I used a gradient color to highlight the Impact Card, making key insights immediately scannable and helping users quickly focus on the most important information.

Because the post-meeting screen contains high information density, establishing a clear visual hierarchy was essential. I used a gradient color to highlight the Impact Card, making key insights immediately scannable and helping users quickly focus on the most important information.

Because the post-meeting screen contains high information density, establishing a clear visual hierarchy was essential. I used a gradient color to highlight the Impact Card, making key insights immediately scannable and helping users quickly focus on the most important information.

.thank you for reading

.thank you for reading

.thank you for reading

.thank you for reading