Voice AI · Conversation Intelligence

Out Spoken — Real-Time Conversation Intelligence

The most advanced real-time group conversation analysis system ever built — powered by voice AI, emotion recognition, and modular analytics.

Out Spoken enhances group conversations for teams, classrooms, communities, and virtual events. It listens in real time, understands who is speaking, how they feel, and how the dynamics evolve — then turns that into dashboards, alerts, and gamified feedback that help people communicate better together.

Use cases

Meetings, classrooms, coaching, community sessions, and live virtual events.

Highlights

Real-time overtalk detection, emotion tagging, VR/AR visualizations, and rewards.

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Overview

Why Out Spoken exists

Most meetings and group conversations feel chaotic and unmeasured. A few voices dominate, others stay quiet, and it’s hard to know whether the space is truly inclusive. Out Spoken exists to make those dynamics visible — in real time and after the fact — so facilitators, teachers, and leaders can help everyone be heard.

Who it’s for

Out Spoken is built for teams, schools, communities, and event organizers who care about participation, psychological safety, and learning from conversation patterns. It’s also ideal for coaching businesses that need concrete, data-backed feedback on how people talk and listen in groups.

Feature pillars

Turn raw conversation audio into actionable insights and better habits.

🧠 Voice & dynamics intelligence

Voice diarization: detect who spoke, when, and for how long.
Overtalk & interruption detection with severity scoring.
Emotion, tone, and topic tagging per segment.

📈 Analytics & dashboards

Talk-time charts, participation ratios, and trend lines.
Session timelines with speaker heatmaps.
Admin and moderator dashboards for cohorts, teams, and classes.

🧑‍⚖️ Moderation & safety

Flagged sessions queue with notes and resolutions.
Abuse triggers, anomaly detection, and escalation paths.
Role-based access with encryption and audit trails.

🏅 Engagement & rewards

Badges for balanced participation, active listening, and improvement.
Streak tracking and goal-based session challenges.
Rewards store for unlocking themes, avatars, and perks.

📲 Session feed & reactions

Timeline of “moment cards” with audio clips and context.
Emoji reactions, comments, and shareable insights.
Push notifications for followers, flags, and live activity.

🎮 AR/VR & presence

VR speaker tables and AR overlays for live sessions.
Real-time mic and presence indicators.
Visual heatmaps for facilitators and observers.

Architecture & modular packages

Designed as a large-scale modular Flutter ecosystem.

out-spoken/
├─ lib/
│  └─ main.dart               # App bootstrap
├─ packages/
│  ├─ overtalk_core_package/
│  ├─ overtalk_voice_analysis_package/
│  ├─ overtalk_voice_matcher_package/
│  ├─ overtalk_session_package/
│  ├─ overtalk_ai_insights_package/
│  ├─ overtalk_ai_recommendation_package/
│  ├─ overtalk_export_package/
│  ├─ overtalk_feed_package/
│  ├─ overtalk_user_profile_package/
│  ├─ overtalk_user_engagement_package/
│  ├─ overtalk_moderation_package/
│  ├─ overtalk_admin_package/
│  ├─ overtalk_reporting_package/
│  ├─ overtalk_security_package/
│  ├─ overtalk_theme_package/
│  ├─ overtalk_ar_vr_package/
│  ├─ overtalk_calender_package/
│  ├─ overtalk_notification_package/
│  ├─ overtalk_ui_kit_package/
│  ├─ overtalk_ui_package/
│  ├─ overtalk_translation_package/
│  ├─ overtalk_search_package/
│  ├─ overtalk_rewards_store_package/
│  ├─ overtalk_feedback_package/
│  └─ overtalk_realtime_presence_package/

Modular feature areas

overtalk_voice_analysis_package — diarization, overtalk, timelines.
overtalk_ai_insights_package — topics, emotion graphs, interruption scores.
overtalk_feed_package — session feed, reactions, sharing.
overtalk_moderation_package — flag queue and review tools.
overtalk_rewards_store_package — rewards, unlockables, gamification.

Tech stack

Real-time Flutter app backed by Firebase and modular packages.

Layer	Technology
Frontend	Flutter 3.16+, Dart, Material 3 UI
Auth	Firebase Auth (email, SSO-ready)
Data	Cloud Firestore for sessions, events, and profiles
State management	Provider and package-level controllers (Riverpod-ready)
Realtime	Firestore listeners, presence channels, push notifications
Voice AI	Pluggable voice and emotion recognition backends (not included in this listing)

Getting started (developer)

Run Out Spoken locally with a standard Flutter + Firebase setup.

# Clone the repo
git clone https://github.com/shabba411/out-spoken.git
cd out-spoken

# Install dependencies
flutter pub get

# Add Firebase configs
# - android/app/google-services.json
# - ios/Runner/GoogleService-Info.plist

# Run the app
flutter run

Flutter dependencies (excerpt)

dependencies:
  flutter:
    sdk: flutter
  firebase_auth: ^5.5.3
  cloud_firestore: ^5.6.7
  provider: ^6.1.5

  # Local packages (excerpt)
  overtalk_core_package:
    path: packages/overtalk_core_package
  overtalk_voice_analysis_package:
    path: packages/overtalk_voice_analysis_package
  overtalk_session_package:
    path: packages/overtalk_session_package
  overtalk_ai_insights_package:
    path: packages/overtalk_ai_insights_package
  overtalk_feed_package:
    path: packages/overtalk_feed_package

Roles supported

Admins — global trends, cohort analytics, role management, and safety policies.
Moderators — review flagged sessions, add notes, resolve issues, and export reports.
Users — record sessions, explore insights, earn achievements, and improve communication skills.

Interested in Out Spoken?

Tell us about your use case (education, teams, community, or events). We’ll follow up with technical details, demo options, and acquisition or licensing paths.