Overview
Vision™ is built on a modern, scalable architecture designed to handle complex organizational analysis at scale. The platform combines AI-powered cognitive capabilities with robust data processing, visualization, and collaboration features to deliver comprehensive organizational intelligence.
Layered Architecture
Vision™ uses a layered architecture with clear separation between data collection, processing, analysis, and presentation layers. This ensures scalability, maintainability, and the ability to evolve individual components independently.
Core Components
Cognitive Core
AI-powered analysis engine
The Cognitive Core is Vision™'s AI-powered analysis engine that processes organizational data, identifies patterns, generates insights, and provides recommendations. It uses advanced machine learning models, natural language processing, and knowledge graph technologies.
Capabilities
- • Pattern recognition
- • Natural language understanding
- • Predictive analytics
- • Anomaly detection
- • Recommendation generation
Technologies
- • Large Language Models (LLMs)
- • Knowledge graphs
- • Vector embeddings
- • Transformer architectures
- • Fine-tuned domain models
Data Layer
Organizational data storage and management
The Data Layer manages all organizational information, analysis results, user data, and system state. It uses a combination of relational databases, graph databases, and vector stores optimized for different types of data and queries.
Data Types
- • Organizational structure
- • Analysis results
- • User preferences
- • Project data
- • Historical metrics
Storage Systems
- • PostgreSQL (relational)
- • Graph database (relationships)
- • Vector store (embeddings)
- • Object storage (files)
- • Cache layer (performance)
Knowledge Graph
Relationship mapping and visualization
The Knowledge Graph represents your organization as an interconnected network of entities, relationships, and dependencies. It enables powerful queries, impact analysis, and dependency tracing across your entire organization.
Graph Capabilities
- • Entity relationship mapping
- • Dependency tracing
- • Impact analysis
- • Pattern detection
- • Path finding algorithms
Analysis Engine
28 specialized analysis modules
The Analysis Engine executes Vision™'s 28 analysis modules, each designed to examine specific aspects of your organization. Modules can run independently or in sequence, with results feeding into the Knowledge Graph and Cognitive Core.
Module Types
- • Foundation modules (maturity, mapping)
- • Strategic analysis (challenges, opportunities)
- • Operational analysis (efficiency, processes)
- • Advanced analysis (simulation, digital twin)
Security & Access Control
Data protection and user management
Vision™ implements enterprise-grade security with encryption, access controls, audit logging, and compliance features. Role-based access ensures users only see data appropriate for their level.
Security Features
- • End-to-end encryption
- • Role-based access control
- • Audit logging
- • Data isolation
- • Compliance certifications
Access Levels
- • Viewer (read-only)
- • Operator (limited write)
- • Exec (full access)
- • Admin (system management)
Data Flow
Understanding how data flows through Vision™ helps you make better use of the platform:
Data Ingestion
Organizational data enters Vision™ through onboarding, manual input, integrations, or API connections. Data is validated, normalized, and stored in the Data Layer.
Knowledge Graph Construction
The Cognitive Core processes ingested data to build the Knowledge Graph, identifying entities, relationships, and dependencies. This creates the foundation for all analysis.
Analysis Execution
Analysis modules query the Knowledge Graph and Data Layer, apply analytical algorithms, and generate insights. Results are stored and linked back to source data.
Insight Generation
The Cognitive Core synthesizes analysis results, identifies patterns, and generates prioritized recommendations. Insights are contextualized based on your organization's unique situation.
Presentation & Interaction
Results are presented through the dashboard interface with visualizations, reports, and interactive tools. Users can explore, filter, export, and act on insights.
Feedback Loop
User actions, project updates, and new data create feedback that updates the Knowledge Graph and triggers re-analysis, ensuring insights stay current and relevant.
Scalability & Performance
Vision™ is designed to scale from small startups to large enterprises:
Horizontal Scaling
The platform scales horizontally, adding compute resources as needed to handle increased load, larger organizations, and more concurrent users.
Optimized Processing
Analysis modules use optimized algorithms and caching to minimize processing time. Most analyses complete in under 2 minutes, even for large organizations.
Efficient Data Storage
Data is stored using appropriate technologies for each use case—relational for structured data, graph for relationships, vectors for semantic search.
Resource Management
Plan-based quotas and usage tracking ensure fair resource allocation while preventing abuse. Enterprise plans get dedicated resources for maximum performance.
Integration Architecture
Vision™ integrates with external systems through a flexible integration layer:
Pre-built Integrations
50+ pre-built integrations for popular tools including CRM systems, project management platforms, analytics tools, and more. Each integration uses standardized connectors.
Supported categories: CRM, Project Management, Analytics, Communication, Development Tools, HR Systems, Financial Systems, Marketing Tools
API Access
RESTful API for custom integrations. The API provides programmatic access to analysis results, insights, and organizational data for building custom workflows and integrations.
API features: Authentication, Rate limiting, Webhooks, Real-time updates, Bulk operations
Data Synchronization
Integrations can sync data bidirectionally, keeping Vision™'s organizational map current with changes in external systems. Sync frequency and scope are configurable per integration.
Learn About the Six Dimensions
Understand how Vision™ maps organizations across six critical dimensions.
Six Dimensions Model