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NAVORA GROUP NEGOTIATION LOGIC WHITEPAPER Real-Time Decision Engine for Shared Travel

1. Executive Summary

NAVORA’s Group Negotiation Logic is a real-time, distributed decision engine that empowers moving groups to dynamically choose travel routes, destinations, or actions — with minimal friction, no centralized control, and automatic resolution of indecision. It supports consensus through voting, resolves conflicts via AI arbitration, and self-corrects divergence through movement-based logic.

Why It Matters:

  • Travel is unpredictable. Groups split, stall, or debate — especially across mixed mobility modes.

  • Traditional apps assume static planning. NAVORA adapts decisions in motion.

  • This module is crucial for convoy driving, flotilla coordination, off-road routing, and large group management.

Unique Advantage: NAVORA allows decisions to emerge naturally from motion, proximity, and behavior — transforming the group into a self-governing, real-time network of participants.

 

2. Core Capabilities

2.1 Voting System for Group Travel Decisions

  • Voting Options: Quick-tap prompts for POI selection, rerouting, rest stops, regrouping

  • Trigger Types: User-generated or AI-contextual (“Stop at fuel dock?”, “Skip next waypoint?”)

  • Anonymity: Configurable — anonymous or ID-attributed

  • Vote Handling:

    • Ranked by speed and quantity of responses

    • Weighted by role (e.g. captain, parent, trail guide)

    • Displayed with quorum threshold or auto-default after timeout

  • Use Cases:

    • Marine crews choosing between marinas

    • Ski groups selecting terrain zones

    • Trail teams voting on lunch stop

 

2.2 AI Tie-Breaking & Moderator System

NAVORA’s AI logic acts as a fallback when no consensus is reached:

  • Tie-Break Scoring: Based on past preferences, safety scores, user role

  • Delay & Re-vote: Prompts delay with new context if results unclear

  • Moderator Assignment:

    • Most experienced participant

    • Furthest from hazard zone

    • Original route planner

  • Override Hierarchy:

    1. Pre-assigned moderator wins tie

    2. AI fallback (safe choice, route history)

    3. Randomized decaying timer to prevent deadlock

 

2.3 Movement-Based Override Rules

If group behavior deviates from vote or inaction persists, NAVORA auto-resolves:

  • Majority Motion Override: If most members deviate, route adjusts

  • Proximity-Based Splitting: Subgroups form if spatial distance threshold is exceeded

  • Inertia Override: If a silent majority moves in sync, it becomes the new consensus route

This allows:

  • Natural leadership by movement

  • Silent agreement based on proximity

  • Emergency response without formal vote

 

3. Integration Points

  • NAVORA CONNECT: Handles group structure, pulse syncing, role assignment

  • NAVORA CORE OS: Displays votes, map decisions, subgroup overlays

  • NAVORA Communication Layer: Pushes vote prompts, broadcasts decisions

  • NAVORA SWARM: Maintains decision sync when offline

 

4. Use Cases & Personas

Scenarios

  • A convoy voting to stop early due to fatigue

  • A mountain group rerouting after a hazard closure is detected

  • A boat flotilla reaching forked waters and splitting by destination

Personas

  • Dana, Expedition Leader: Uses vote results to inform decisions but lets AI handle impasse

  • Marcus, Parent: Has vote weight priority for family safety group

  • Ravi, Guide: Delegates route decisions but steps in with override during emergency

 

5. Privacy, Security & Safety

  • Voting results anonymized or ID-linked by user setting

  • Movement data processed locally to detect motion override

  • Emergency override can bypass vote if hazard detected

  • Role changes and tie-breaks logged in audit trail

 

6. Patentable Claims

  • Movement-based decision override protocol

  • Role-weighted voting engine with AI arbitration fallback

  • Consensus logic based on group behavior and real-time pulse analysis

  • Proximity-driven subgroup formation for split-routing

 

7. Development Milestones

MVP

  • Simple vote UI

  • Tie-break scoring

  • Motion override logic

Sprints

  • Phase 1: Vote mechanics + quorum handling

  • Phase 2: AI tie-break and role assignment

  • Phase 3: Real-time map overlay of decision results

  • Phase 4: Subgroup tracking and route divergence handling

Integration Targets

  • Group convoys (vehicles, marine fleets, hikers)

  • Adventure tour operators or fleet dispatch systems

  • Emergency response & public event crowd management

 

NAVORA’s Group Negotiation Logic gives any group — no matter how mobile, remote, or unsynchronized — the ability to govern itself. Seamlessly. Silently. Intelligently.

1918 S. Andrews Ave.

Fort Lauderdale, FL 33312

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