
Duration
Sprint 1: Apr '25 - Jun '25,
Sprint 2: Sep '25 - Dec '25.
Team
Rebecca (Teng) Wong, Tristyn Lai, Shir Turkenitz, David Zhang
Oracle Sponsors
Winston Wang, Scott Ichikawa,

Problem
Managers right now both in corporate and in mid-sized startups, struggle in making quick and clear decisions when it comes to receiving complex projects. When there’s new urgent updates, managers have difficulty making decisions that satisfy all sides of the project (team members, higher ups, etc).
Our Solution
PrioTeam.ai is aimed to help relieve managers by providing tools to quickly prioritize tasks, build a fast and reliant team, and catch potential hazards before they explode.
Project Timelime


Research & Takeaways


Preliminary Interviews: 10
Get the bigger picture
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Coffee Shop UX interviews
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Reached out to connections (both managers + team members) to discuss pain points from both perspectives
Competitive Analysis: 29
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Over 18 potential competitors
→ most popular management tool?
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Evaluated 11+ task management tools
→ So much negative feedback on complexity
Semi-structured interviews: 12
Diving into task delegation challenges.
Management experience in the tech industry
Lit Review: 8
Comprehensive, unbiased data about leadership.
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​Leader delegation in global software teams: Occurrence and effects (Zhang et al., 2012)
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​What You Don’t Know About Making Decisions
(Garvin & Roberto, 2001)
We talked to 12+ Senior Managers from the high-tech industry

25+ years management
Senior Principal Technical Program Manager
From Oracle

6+ years management
Lead Product Manager
Director of Product Management

4+ years management
Director of UX
​Senior Manager of UX

6+ years management
Director of Security Research
Senior Manager

8+ years management
UX Design Manager
UX Design Director

5+ years management
Ex-Apple
Co-founder at start up
Building AI product

7+ years management
Senior Research Manager
Senior Diector of UX Research & Consumer Insights

15+ years management
Head of Design
Software Development

Key Theme #2:
Task Prioritization
Managers currently need to switch between multiple tools and resources to access updated information when priorities shift.
“There's a lot of collaboration tools, reviewing tools... I think that the thing that is challenging though is being able to coalesce all that into one thing and to be able to see it.”
–—— 10+ years Design Manager in startup
Key Theme #2:
Task Prioritization
Importance and urgency vary by project phase, team, and company goals
“First thing to deal with is the most important and the most urgent task. That will be as my tier one priority”
–—— 4+ years Senior program Manager in Consumer Electronics
Key Theme #3:
Resource allocation
Clear and quick assessment of leading and lagging indicators may assist with allocating resources.
“leading indicators or lagging indicators, like this team is not performing or this team is whatever, or this thing isn't working very well."
–—— 10+ years Technical Program Manager in IT Services
Key Theme #3:
Resource allocation
Hiring and cross-team collaboration are potential blockers that affect timelines and task assignments.
“My goal is to first of all make sure that they are unblocked. So if they need to work on something, they have all the resources that they need, they have the collaboration with the rest of the team.”
–—— 4+ years Design Director in Design Services

The Ultimate 10 Minute Brainstorming
We brainstorm as many ideas for theam "Task Prioritization" and 'Resource allocation"

Mind map base on user research interview
This map can guide identifying decision-making pain points (e.g., unknown hiring risks, lack of trust, time pressure).



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Dashboard → Upload new project
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AI recognizes & lists subtasks
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AI suggests 3 execution modes
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Manager selects one and enters project details page
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AI recommends 3 team combinations
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Manager adds Rebecca (new designer)
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AI re-optimizes the team plan
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Manager confirms and publishes project → dashboard updates
User Flow Summary (High-Level Stages)


Initial Designs
Project Dashboard

Theme 2:Task Prioritization
Theme 4: Manager Tools
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Central hub for all projects.
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Key data in one place.
Theme 1:
Human Judgement vs. Data Insights
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Fast project insights for managers.
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Ask high-level or detailed questions.
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Ready-made prompts for an easy start.
Conversational AI Agent

Team Architect AI

Theme 2:Task Prioritization
Theme 3: Resource allocation
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Typed in prompt describing needs.
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AI analyzed project details + employee data.
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Generate three “best team” options.
Theme 1:
Human Judgement vs. Data Insights
Theme 3: Resource allocation
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Easily compare team options.
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Choose the best fit for each project.
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Based on urgency, skills, and capacity.
AI Team Comparison


Validating Our Design
By Testing With Managers

1. AI Trustability in the recommendations they provide
Transparency of Reasoning (The "Why")
Utility of Action (The "How Useful")
Conversational AI Agent
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Always available project assistant.
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Fast, accurate answers to project questions.
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Helps managers save time and make better decisions.

2. Balance between customization of manager’s input and AI-driven guidance
Manager Needs the option to manually edit the result from the AI
Manager wants collaboration, not automation.

Final Design
AI Team Builder
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Unified Hybrid Flow
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One Click to “Generate Team”.
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AI creates the strongest starting team.
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Manager edits the last 20%.
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Smart Search helps refine teammates.
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AI does 80%, managers keep control.
Final Design: Team Generation Flow

Team Comparison
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Keeps Managers in Control

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AI guides. Managers decide.
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Trust with AI

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​Users see which teams are AI-made vs. manual.
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3. How to provide managers with helpful, actionable advice in a way that feels supportive - not pushy.
Translating Observations Into Clear, Actionable Solutions
Prioritizing Signals Over Noise Through Strategic Communication

Final Design
AI Potential Hazards
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A floating AI alert button
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Show issues.
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Actionable guidance.
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Always visible when needed.
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