User Experience & Flows

User personas, journey flows, UX design patterns, and feature requirements for optimizing user engagement and decision-making effectiveness

User-Centered Design5 Primary PersonasMulti-modal Access
User journey visualization overview

User Personas & Journey Flows

Sarah Chen

Policy ResearcherAge 32

Government policy analyst researching healthcare reform

Goals
  • Gather diverse perspectives on policy proposals

  • Access real-time expert analysis

  • Validate research with AI-powered insights

  • Track policy sentiment changes over time

  • Monitor longitudinal impact assessments

Pain Points
  • Limited access to diverse viewpoints

  • Time-consuming research process

  • Difficulty validating information sources

Requirements
  • Landing Page Design

  • Professional Network SEO

  • Social Media Meta Tags

  • Mobile Responsive Design

  • Council Browse Page

  • Healthcare Category Filtering

  • Search Functionality

  • Council Analytics Dashboard

  • Discussion History Display

  • Mobile Browse Interface

  • Professional Registration Flow

  • Profile Setup Wizard

  • Forum Question Submission

  • Question Text Editor

  • AI Panel Configuration Interface

  • Persona Selection System

  • AI Response Display

  • Citation and Source Tracking

  • Export Tools Integration

  • PDF Report Generation

  • Time-Series Question Setup

  • Recurring Policy Analysis

  • Longitudinal Trend Visualization

  • Historical Data Comparison

User Journey Flow

🔍
Step 12 minutes
Discovers Collaborative Councils

🙂Finds platform through professional network recommendation

Landing Page
🏥
Step 25 minutes
Explores Healthcare Council

😊Browses existing healthcare policy discussions

Council Browse → Healthcare Council
✍️
Step 33 minutes
Creates Account

😐Signs up with professional credentials

Registration → Profile Setup
Step 47 minutes
Submits Policy Question

🤔Posts question about medicare expansion impacts

Forum → Submit Question
🤖
Step 54 minutes
Configures AI Panel

😮Selects diverse AI personas for comprehensive analysis

AI Panel Configuration
📊
Step 615 minutes
Reviews AI Responses

😍Analyzes AI-generated perspectives and citations

Question Results → AI Panel Responses
🔄
Step 73 minutes
Sets Up Recurring Analysis

🤔Configures monthly recurring analysis to track policy changes

Time-Series Setup → Recurring Schedule
📈
Step 812 minutes
Reviews Historical Trends

😮Analyzes sentiment and position changes over 6 months

Time-Series Dashboard → Trend Analysis
📄
Step 92 minutes
Exports Research

😄Downloads formatted report with longitudinal data

Export Tools → PDF Report
← Scroll horizontally to see all steps →

Marcus Johnson

Small Business OwnerAge 45

Restaurant owner making decisions about business expansion

Goals
  • Get practical business advice

  • Understand market trends

  • Make data-driven decisions

  • Track market sentiment over time

  • Monitor quarterly business performance indicators

Pain Points
  • Overwhelmed by conflicting advice

  • Limited time for research

  • Need actionable insights quickly

Requirements
  • SEO Landing Page Optimization

  • Business Council Category

  • Question Browser Interface

  • Guest Question Submission

  • Quick Question Form

  • Account Creation Prompts

  • Business Profile Setup

  • Business-focused AI Personas

  • Results Dashboard

  • Interactive Q&A System

  • Follow-up Questions Interface

  • Planning Tools Integration

  • Action Items Generator

  • Business Plan Templates

  • Market Trend Tracking

  • Quarterly Performance Analysis

  • Business Sentiment Timeline

User Journey Flow

🔎
Step 11 minute
Google Search Discovery

😟Searches for 'small business expansion advice'

SEO Landing → Business Council
👀
Step 28 minutes
Quick Browse

🙂Reviews similar business questions and AI responses

Business Council → Question Browser
💭
Step 33 minutes
Guest Question Submission

😐Submits question without creating account first

Quick Question Form
🔐
Step 42 minutes
Account Creation Prompt

😊Creates account to access full AI panel features

Sign-up Flow → Profile
🤖
Step 512 minutes
AI Panel Results

😍Reviews business-focused AI personas responses

Results Dashboard
🗣️
Step 68 minutes
Follow-up Questions

🤔Asks clarifying questions to AI panel

Interactive Q&A
📋
Step 720 minutes
Action Plan Creation

😄Uses AI insights to create business plan

Planning Tools → Action Items
📊
Step 85 minutes
Sets Up Market Monitoring

🤔Configures quarterly recurring questions to track market changes

Recurring Setup → Business Tracking
← Scroll horizontally to see all steps →

Dr. Elena Rodriguez

Academic ResearcherAge 38

University professor studying social impact of technology

Goals
  • Conduct rigorous research

  • Access diverse data sources

  • Collaborate with global experts

  • Perform longitudinal studies with consistent methodology

  • Track opinion evolution in controlled studies

Pain Points
  • Need peer-reviewed quality insights

  • Require detailed methodology

  • Limited budget for research tools

Requirements
  • Academic Landing Page

  • Technical Documentation

  • PLAS Methodology Documentation

  • AI Bias Mitigation Documentation

  • Institutional Account System

  • University Credential Verification

  • Research Tools Interface

  • Project Setup Wizard

  • Controlled Study Environment

  • Batch Query Interface

  • Systematic Query System

  • Data Export Functionality

  • CSV/JSON Export Options

  • Citation Tools

  • Academic Format Templates

  • Longitudinal Study Design

  • Controlled Time-Series Analysis

  • Research Methodology Consistency

  • Statistical Change Detection

User Journey Flow

🎓
Step 11 minute
Academic Network Referral

🤔Colleague recommends platform for research methodology

Academic Landing Page
📚
Step 225 minutes
Methodology Review

🧐Studies AI bias mitigation and PLAS system

Documentation → Technical Specs
🏛️
Step 35 minutes
Research Account Setup

😐Creates institutional account with university credentials

Academic Registration → Verification
🔬
Step 415 minutes
Research Project Creation

😊Sets up controlled study environment

Research Tools → Project Setup
📈
Step 545 minutes
Data Collection

😮Runs systematic queries across AI panel configurations

Batch Query Interface
📊
Step 610 minutes
Analysis & Export

😍Downloads raw data for statistical analysis

Data Export → CSV/JSON
🔬
Step 725 minutes
Longitudinal Study Setup

😮Configures 12-month recurring study with consistent methodology

Research Tools → Longitudinal Design
📊
Step 845 minutes
Time-Series Analysis

😍Analyzes opinion evolution and statistical significance

Time-Series Dashboard → Statistical Analysis
📝
Step 930 minutes
Publication Preparation

😄Formats longitudinal results for academic publication

Citation Tools → Academic Format
← Scroll horizontally to see all steps →

Community Leader Maya

Civic OrganizerAge 29

Local community organizer working on urban development issues

Goals
  • Engage community in decision-making

  • Present balanced information to residents

  • Build consensus on local issues

Pain Points
  • Difficult to present unbiased information

  • Community meetings often become heated

  • Need accessible explanations of complex issues

Requirements
  • Civic Landing Page

  • Community Features Documentation

  • Urban Planning Council

  • Local Issues Search

  • Organization Registration System

  • Community Group Management

  • Community Forum Interface

  • Public Question Submission

  • Balanced Panel Setup

  • Viewpoint Balance Algorithm

  • Community Dashboard

  • Community Sharing Tools

  • Meeting Tools Integration

  • Presentation Mode

  • Public Meeting Facilitation Tools

User Journey Flow

📰
Step 13 minutes
Community Platform Discovery

🙂Finds platform through civic tech newsletter

Civic Landing → Community Features
🏙️
Step 210 minutes
Local Issues Exploration

😊Searches for similar urban development discussions

Search → Urban Planning Council
👥
Step 38 minutes
Community Group Setup

😐Creates organizational account for community group

Organization Registration
🗳️
Step 412 minutes
Public Meeting Preparation

🤔Submits community question about zoning changes

Community Forum → Public Question
⚖️
Step 56 minutes
AI Panel Configuration

😮Selects balanced AI personas representing different viewpoints

Balanced Panel Setup
🤝
Step 620 minutes
Community Sharing

😍Reviews AI responses and prepares community presentation

Results → Community Dashboard
🏢
Step 760 minutes
Public Meeting Integration

😄Uses AI insights to facilitate balanced community discussion

Meeting Tools → Presentation Mode
← Scroll horizontally to see all steps →

David Park

Premium Enterprise UserAge 42

Fortune 500 company executive using platform for strategic decision-making and team collaboration

Goals
  • Access premium AI models and advanced analytics

  • Manage team accounts and permissions

  • Export data for boardroom presentations

  • Ensure data security and compliance

Pain Points
  • Need enterprise-grade features and security

  • Require bulk operations and team management

  • Must justify ROI to stakeholders

  • Need priority support and SLA guarantees

Requirements
  • Enterprise Landing Page

  • Pricing Page with Tiers

  • Payment Processing System

  • Subscription Management

  • Team Account Management

  • User Role & Permission System

  • Premium AI Model Access

  • Advanced Analytics Dashboard

  • Enterprise Data Export

  • API Access for Integrations

  • Priority Support System

  • SLA Monitoring Dashboard

  • Compliance Documentation

  • Security Audit Reports

  • Usage Analytics & Billing

  • Invoice Management System

User Journey Flow

💼
Step 115 minutes
Enterprise Solution Research

🤔Researches AI solutions for company decision-making needs

Enterprise Landing → Pricing
📞
Step 25 minutes
Sales Demo Request

😐Schedules demo call with sales team

Contact Sales → Demo Booking
🎯
Step 345 minutes
Proof of Concept

😊Tests platform with sample company questions

Enterprise Trial → POC Setup
💳
Step 410 minutes
Subscription Purchase

😐Purchases enterprise subscription for team

Payment Flow → Enterprise Plan
👥
Step 530 minutes
Team Onboarding

🙂Sets up team accounts and permissions

Admin Dashboard → Team Management
📊
Step 6120 minutes
Strategic Analysis

😍Conducts company-wide decision analysis using premium features

Premium Analytics → Strategic Dashboard
📈
Step 760 minutes
Executive Presentation

😄Presents AI-generated insights to board of directors

Executive Reports → Presentation Mode
← Scroll horizontally to see all steps →

Common UX Patterns & Features

Common UX patterns and features visualization

Smart Onboarding

Contextual guidance based on user type and goals

LandingRegistrationFirst-time Setup

Progressive Disclosure

Advanced features revealed as users become more engaged

DashboardAI PanelAdvanced Settings

Multi-modal Access

Guest access, registered users, and institutional accounts

All pagesPermission-based features

Real-time Guidance

Contextual help and suggestions throughout the experience

Interactive tutorialsSmart suggestions

Time-Series Intelligence

Longitudinal analysis with recurring questions and trend visualization

Question SetupRecurring SchedulerTrend DashboardHistorical Analysis

Adaptive Scheduling

Flexible recurring patterns with timezone support and smart notifications

Recurring ModalSchedule ManagementExecution History

Master UX Flow Requirements & Priorities

✅ Completed Features - Core Platform

Basic Infrastructure
  • Landing Page Design

  • Council Browse Page

  • Forum Question Submission

  • Question Text Editor

  • Mobile Responsive Design

AI & Core Features
  • AI Panel Configuration Interface

  • Persona Selection System

  • AI Response Display

  • Results Dashboard

  • Technical Documentation

  • Time-Series Question Creation

  • Recurring Question Scheduling

  • Longitudinal Trend Visualization

  • Time-Series Data Analysis

🚨 Critical Priority - Revenue Generation (Paying Customers First)

Monetization Infrastructure
  • Pricing Page with Clear Tiers

  • Payment Processing System (Stripe Integration)

  • Subscription Management Dashboard

  • Usage Analytics & Billing System

Enterprise Features
  • Team Account Management

  • Premium AI Model Access

  • Advanced Analytics Dashboard

  • Priority Support System

🔥 High Priority - User Acquisition & Retention

Completed
  • Business Council Category

  • Question Browser Interface

  • Business-focused AI Personas

  • Community Forum Interface

  • Public Question Submission

  • Time-Series Analysis Dashboard

  • Recurring Market Analysis

Acquisition Features
  • SEO Landing Page Optimization

  • Guest Question Submission (Convert to Paid)

  • Search Functionality

  • Interactive Q&A System

User Experience
  • Professional Registration Flow

  • Citation and Source Tracking

  • Export Tools Integration

  • Data Export Functionality

  • Time-Series Data Export

  • Historical Trend Reports

⚡ Medium Priority - Feature Enhancement

Completed
  • Urban Planning Council

  • Discussion History Display

  • Mobile Browse Interface

  • PLAS Methodology Documentation

  • Recurring Question Infrastructure

  • Time-Series Comparison Tools

Advanced Features
  • Planning Tools Integration

  • Batch Query Interface

  • Meeting Tools Integration

  • Community Sharing Tools

  • Advanced Time-Series Analytics

  • Longitudinal Study Templates

Specialized Tools
  • Academic Landing Page

  • Citation Tools

  • Balanced Panel Setup

  • Presentation Mode

📈 Business Strategy & Metrics

Revenue-focused development approach prioritizing features that directly convert users to paid customers and increase customer lifetime value.

Conversion Metrics
  • Guest → Registered User
  • Free → Paid Subscription
  • Individual → Enterprise
Revenue Targets
  • Enterprise accounts: $500+/month
  • Professional users: $29/month
  • Research institutions: $99/month
Success Indicators
  • Payment completion rate
  • Feature usage correlation
  • Customer retention rate

Continuous UX Improvement

These user flows represent our current understanding of user needs. As we gather real user data and feedback, we'll continuously refine and optimize each journey to better serve our diverse community while maximizing revenue generation.

📊 User Analytics Integration🔄 A/B Testing Framework💬 User Feedback Loops