Initial commit: Grimlock project structure and vision
- Comprehensive README with product vision - Detailed VISION.md with market strategy and roadmap - ROADMAP.md with development timeline - Project directory structure (backend, frontend, docs, docker, scripts, connectors) - .gitignore configured Grimlock is Vector Zulu's AI-native company operating system - the Jarvis for modern businesses.
This commit is contained in:
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.gitignore
vendored
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vendored
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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venv/
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ENV/
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env/
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# Node
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node_modules/
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npm-debug.log*
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yarn-debug.log*
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yarn-error.log*
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.pnpm-debug.log*
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.next/
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out/
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build
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dist
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*.local
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# Environment variables
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.env
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.env.local
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.env.production
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.env.*.local
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# IDE
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.vscode/
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.idea/
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*.swp
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*.swo
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*~
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.DS_Store
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# Database
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*.db
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*.sqlite
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*.sqlite3
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# Logs
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logs/
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*.log
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# Docker
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docker-compose.override.yml
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# Grimlock specific
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/data/
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/uploads/
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/outputs/
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*.backup
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338
README.md
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README.md
@@ -1,3 +1,339 @@
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# grimlock
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# Grimlock
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> **AI-Native Company Operating System**
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> *Your team's AI companion. One interface. All your context. Infinite intelligence.*
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---
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## What is Grimlock?
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Grimlock is an AI-powered operating system for modern companies. It's like having Jarvis (from Iron Man) for your entire organization - an intelligent assistant that knows everything about your company, can access all your internal systems, and generates any artifact on-demand.
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**The Problem:**
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- Knowledge workers waste 60-80% of their time finding files, asking for updates, manual data entry, scheduling, and formatting documents
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- Current tools (Slack, Notion, ChatGPT) are disconnected and lack company context
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- AI assistants are generic and can't access internal systems
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- Companies are locked into Microsoft/Google ecosystems
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**The Solution:**
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One AI interface that:
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- ✅ Knows everything about your company
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- ✅ Connects to all your internal systems
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- ✅ Generates documents, spreadsheets, code, presentations on-demand
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- ✅ Works for everyone (BD, engineering, ops, finance, assistants)
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- ✅ Self-hosted for data sovereignty
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- ✅ Platform-agnostic (not locked to MS/Google)
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---
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## Key Features
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### 🤖 AI-Native Interface
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- Natural language interaction with company-aware AI
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- Context preserved across conversations
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- Role-based responses (BD gets BD-focused, engineers get technical)
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### 🔌 Universal Connectors
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- Git repositories (GitHub, GitLab, Gitea)
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- Databases (PostgreSQL, MySQL, MongoDB)
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- File storage (MinIO, S3, local filesystems)
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- Calendar systems
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- Project management tools
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- Custom internal tools via plugin architecture
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### 📄 Artifact Generation
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- Documents (Markdown, PDF)
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- Spreadsheets (CSV, JSON - no Excel dependency)
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- Code (any language)
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- Presentations
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- Reports and dashboards
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### 🏢 Multi-Tenant Architecture
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- Self-hosted on customer infrastructure
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- Complete data sovereignty
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- Role-based access control
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- SSO integration
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### 🔒 Security First
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- All data stays on customer infrastructure
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- Encrypted at rest and in transit
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- Audit logs for compliance
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- SOC2, HIPAA-ready architecture
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---
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## Use Cases
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### For Engineers
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```
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Engineer: @grimlock I need to build a payment processing system for construction invoices
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Grimlock: Based on Vector Zulu patterns, this maps to the UTILEN + Finance Infrastructure patterns:
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Core Stack: FastAPI + PostgreSQL + Redis + Celery
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Key Patterns: Multi-tenant isolation, background job processing, audit trails
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Cost Estimate: ~$3-5/transaction for AI processing
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Timeline: 30 days to working prototype
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Should I generate the project scaffold?
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```
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### For Business Development
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```
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BD: @grimlock create a capabilities deck for a prospective cyber range client
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Grimlock: [Generates PDF]
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Created: VectorZulu-CyberRange-Capabilities-2026-02.pdf
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Download: [link]
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```
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### For Executives
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```
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Exec: @grimlock summarize all active projects and their status
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Grimlock: Active Projects Summary:
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UTILEN (Document Management) - Production, 499 docs processed
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Vector Zulu Platform (Cyber Range) - K3s deployment in progress
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Blockchain Platform - Architecture phase
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Full report: [link to generated document]
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```
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### For Operations
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```
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Ops: @grimlock generate January infrastructure cost report
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Grimlock: [Generates spreadsheet with cost breakdown]
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Total: $2,847
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Breakdown: AI APIs ($1,200), Hosting ($897), Network ($750)
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Recommendations: Consider tier upgrade for AI API (ROI positive)
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```
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---
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## Architecture
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```
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┌─────────────────────────────────────────────────┐
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│ Grimlock Web Interface │
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│ (React/Next.js - ai.yourcompany.com) │
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└─────────────────┬───────────────────────────────┘
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│
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┌─────────────────▼───────────────────────────────┐
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│ Grimlock Core │
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│ (FastAPI Backend) │
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│ │
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│ ┌─────────────┐ ┌──────────────┐ │
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│ │ AI Layer │ │ Context │ │
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│ │ (Claude) │ │ Manager │ │
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│ └─────────────┘ └──────────────┘ │
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│ │
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│ ┌─────────────┐ ┌──────────────┐ │
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│ │ Artifact │ │ Connector │ │
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│ │ Generator │ │ Engine │ │
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│ └─────────────┘ └──────────────┘ │
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└─────────────────┬───────────────────────────────┘
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│
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┌─────────────────▼───────────────────────────────┐
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│ Company Data Sources │
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│ (via Connectors) │
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│ │
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│ • Git Repos • Databases • File Storage │
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│ • Calendars • Project Mgmt • Custom APIs │
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└─────────────────────────────────────────────────┘
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```
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---
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## Tech Stack
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**Backend:**
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- FastAPI (Python) - API server
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- PostgreSQL - Metadata and user data
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- Redis - Caching and task queue
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- Celery - Background job processing
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- Anthropic Claude API - AI reasoning
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**Frontend:**
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- React/Next.js - Web interface
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- TailwindCSS - Styling
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- WebSocket - Real-time updates
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**Deployment:**
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- Docker/Docker Compose - Containerization
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- Kubernetes - Production orchestration (optional)
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- Self-hosted on customer infrastructure
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**Connectors:**
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- Plugin architecture for extensibility
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- Pre-built connectors for common systems
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- Custom connector SDK
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||||
---
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## Getting Started
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### Quick Start (Docker Compose)
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```bash
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# Clone the repository
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git clone https://gittea.979labs.com/amitis55/grimlock.git
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cd grimlock
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# Set up environment variables
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cp .env.example .env
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# Edit .env with your configuration
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# Start Grimlock
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docker-compose up -d
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# Access at http://localhost:3000
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```
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### Manual Installation
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```bash
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# Backend
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cd backend
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python -m venv venv
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source venv/bin/activate
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pip install -r requirements.txt
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python main.py
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# Frontend
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cd frontend
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npm install
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npm run dev
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```
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See [Installation Guide](docs/installation.md) for detailed instructions.
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||||
---
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## Project Structure
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```
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grimlock/
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├── backend/ # FastAPI backend
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│ ├── api/ # API endpoints
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│ ├── core/ # Core business logic
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│ ├── connectors/ # Data source connectors
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│ ├── ai/ # AI integration layer
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│ └── artifacts/ # Artifact generation
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├── frontend/ # React frontend
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│ ├── components/ # UI components
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│ ├── pages/ # Next.js pages
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│ └── lib/ # Utilities
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├── connectors/ # Connector plugins
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│ ├── git/ # Git connector
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│ ├── database/ # Database connector
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│ └── ...
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├── docs/ # Documentation
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||||
├── docker/ # Docker configurations
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||||
└── scripts/ # Deployment scripts
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||||
```
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||||
---
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## Roadmap
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||||
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||||
### Phase 1: MVP (Current - Month 3)
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||||
- [x] Repository setup
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||||
- [ ] Core backend (FastAPI + Claude integration)
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||||
- [ ] Basic web interface
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||||
- [ ] Git connector (read-only)
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- [ ] Document generation (Markdown, PDF)
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||||
- [ ] Spreadsheet generation (CSV, JSON)
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||||
- [ ] Deploy internally at Vector Zulu
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||||
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||||
### Phase 2: Beta (Month 4-6)
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||||
- [ ] Mobile apps (iOS, Android)
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- [ ] Desktop app (Electron)
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- [ ] Connector architecture framework
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||||
- [ ] 10+ pre-built connectors
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||||
- [ ] Admin dashboard
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||||
- [ ] Multi-tenant support
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||||
- [ ] 5-10 beta customers
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||||
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### Phase 3: Production (Month 7-12)
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||||
- [ ] Advanced artifact generation
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||||
- [ ] Workflow automation
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- [ ] SSO integrations
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- [ ] Compliance features (SOC2, HIPAA)
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||||
- [ ] Self-service onboarding
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||||
- [ ] Public launch
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||||
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||||
### Phase 4: Scale (Year 2+)
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||||
- [ ] White-label options
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- [ ] Enterprise features
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- [ ] API marketplace
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||||
- [ ] AI model flexibility
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||||
- [ ] Advanced analytics
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||||
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||||
---
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||||
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## Business Model
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||||
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||||
**Self-Hosted License:**
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||||
- $50-150/user/month
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||||
- Deploy on customer infrastructure
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||||
- Include support and updates
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||||
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||||
**Managed Hosting:**
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||||
- $100-200/user/month
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||||
- We host on Vector Zulu infrastructure
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||||
- Full management and support
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||||
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||||
**Professional Services:**
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- Custom connector development
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||||
- Implementation and training
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||||
- Enterprise support
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||||
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||||
---
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||||
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||||
## Why Grimlock?
|
||||
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||||
**The name:** Grimlock is a powerful Transformer - representing transformation of how companies operate. Just as Grimlock is a leader among Transformers, this platform transforms company operations.
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||||
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||||
**The mission:** Eliminate bullshit work. Empower knowledge workers. Make AI-native operations accessible to every company.
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||||
**The vision:** Every company runs on AI-native infrastructure where the AI is the interface to everything.
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||||
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||||
---
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||||
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||||
## Contributing
|
||||
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||||
We welcome contributions! See [CONTRIBUTING.md](CONTRIBUTING.md) for guidelines.
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||||
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||||
---
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||||
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||||
## License
|
||||
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||||
[License TBD - Likely dual license: OSS for self-hosted, commercial for managed hosting]
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||||
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||||
---
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||||
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||||
## Contact
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||||
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||||
**Project Owner:** JA @ Vector Zulu LLC
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||||
**Repository:** https://gittea.979labs.com/amitis55/grimlock
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||||
**Company:** Vector Zulu LLC
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||||
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||||
---
|
||||
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||||
## Case Study: Vector Zulu
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||||
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||||
Grimlock was born from Vector Zulu's need to eliminate operational overhead. We built UTILEN (an enterprise document management system) in 30 days using AI-assisted development - a project others quoted at 18 months. We realized the AI workflows we developed could transform how any company operates.
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||||
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||||
Vector Zulu serves as Grimlock's pilot customer, validating every feature in a real production environment serving K-12 cybersecurity education and commercial cloud services.
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||||
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||||
**Results:**
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||||
- 10x faster project delivery
|
||||
- 80% reduction in "where's that file?" questions
|
||||
- Zero Microsoft Office dependencies
|
||||
- Engineers spend time engineering, not finding documents
|
||||
- BD team self-serves on technical content
|
||||
|
||||
---
|
||||
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||||
**Built with ❤️ by Vector Zulu**
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||||
*Transforming companies through AI-native operations*
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||||
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||||
Grimlock - AI-native company operating system. The Jarvis for modern businesses.
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||||
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ROADMAP.md
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ROADMAP.md
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# Grimlock Development Roadmap
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||||
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||||
## Current Status: Project Initialized (February 12, 2026)
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||||
|
||||
---
|
||||
|
||||
## Week 1: Core Backend Foundation
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||||
|
||||
**Goals:**
|
||||
- [x] Repository created and initialized
|
||||
- [ ] Backend project structure
|
||||
- [ ] FastAPI server with basic endpoints
|
||||
- [ ] Claude API integration
|
||||
- [ ] Basic context management system
|
||||
- [ ] Simple CLI for testing
|
||||
|
||||
**Deliverables:**
|
||||
- Working FastAPI server
|
||||
- Can send message to Claude and get response
|
||||
- Context files loaded from disk
|
||||
- Basic logging and error handling
|
||||
|
||||
---
|
||||
|
||||
## Week 2: Web Interface & Document Generation
|
||||
|
||||
**Goals:**
|
||||
- [ ] React/Next.js frontend setup
|
||||
- [ ] Chat interface UI
|
||||
- [ ] WebSocket for real-time responses
|
||||
- [ ] Document generation (Markdown, PDF)
|
||||
- [ ] Spreadsheet generation (CSV, JSON)
|
||||
- [ ] File upload/download
|
||||
|
||||
**Deliverables:**
|
||||
- Working web interface at localhost:3000
|
||||
- Chat with Grimlock via web UI
|
||||
- Can generate and download documents
|
||||
- Basic authentication
|
||||
|
||||
---
|
||||
|
||||
## Week 3: Git Connector & Vector Zulu Context
|
||||
|
||||
**Goals:**
|
||||
- [ ] Git connector architecture
|
||||
- [ ] Read-only access to repositories
|
||||
- [ ] Code search functionality
|
||||
- [ ] Load Vector Zulu project summaries
|
||||
- [ ] Load reference architectures
|
||||
- [ ] Test with UTILEN and Vector Zulu platform docs
|
||||
|
||||
**Deliverables:**
|
||||
- Can query git repositories
|
||||
- Grimlock has Vector Zulu context loaded
|
||||
- Can answer questions about UTILEN patterns
|
||||
- Can pull code examples from repos
|
||||
|
||||
---
|
||||
|
||||
## Week 4: Role-Based Intelligence & Polish
|
||||
|
||||
**Goals:**
|
||||
- [ ] User roles (Engineer, BD, Admin, Executive)
|
||||
- [ ] Role-based response tailoring
|
||||
- [ ] Usage analytics
|
||||
- [ ] Error handling improvements
|
||||
- [ ] Docker deployment
|
||||
- [ ] Basic documentation
|
||||
|
||||
**Deliverables:**
|
||||
- Deployed on Vector Zulu infrastructure
|
||||
- Team members can access and use
|
||||
- Differentiated responses per role
|
||||
- Ready for internal pilot
|
||||
|
||||
---
|
||||
|
||||
## Month 2: Enhanced Features & Stability
|
||||
|
||||
**Week 5-6: Additional Connectors**
|
||||
- [ ] Database connector (PostgreSQL read-only)
|
||||
- [ ] File storage connector (MinIO/S3)
|
||||
- [ ] Calendar integration (basic)
|
||||
- [ ] Connector plugin architecture
|
||||
|
||||
**Week 7-8: Advanced Generation & UX**
|
||||
- [ ] Presentation generation (PDF/PPTX)
|
||||
- [ ] Advanced spreadsheet features
|
||||
- [ ] Chat history and search
|
||||
- [ ] Mobile-responsive design
|
||||
- [ ] Performance optimization
|
||||
|
||||
---
|
||||
|
||||
## Month 3: Production-Ready & Internal Launch
|
||||
|
||||
**Week 9-10: Security & Multi-Tenancy**
|
||||
- [ ] SSO integration
|
||||
- [ ] RBAC (Role-Based Access Control)
|
||||
- [ ] Audit logging
|
||||
- [ ] Multi-tenant data isolation
|
||||
- [ ] Security hardening
|
||||
|
||||
**Week 11-12: Documentation & Internal Launch**
|
||||
- [ ] User documentation
|
||||
- [ ] API documentation
|
||||
- [ ] Admin guide
|
||||
- [ ] Deployment guide
|
||||
- [ ] Internal launch at Vector Zulu
|
||||
- [ ] Gather feedback and iterate
|
||||
|
||||
---
|
||||
|
||||
## Months 4-6: Beta Customer Features
|
||||
|
||||
**Goals:**
|
||||
- [ ] Mobile apps (React Native)
|
||||
- [ ] Desktop app (Electron)
|
||||
- [ ] 10+ pre-built connectors
|
||||
- [ ] Admin dashboard
|
||||
- [ ] Usage analytics
|
||||
- [ ] Self-service onboarding
|
||||
- [ ] 5-10 beta customers onboarded
|
||||
|
||||
---
|
||||
|
||||
## Months 7-12: Public Launch
|
||||
|
||||
**Goals:**
|
||||
- [ ] Advanced artifact generation
|
||||
- [ ] Workflow automation
|
||||
- [ ] Scheduled tasks
|
||||
- [ ] Compliance features
|
||||
- [ ] Billing system
|
||||
- [ ] Marketing website
|
||||
- [ ] Public launch
|
||||
- [ ] 20+ paying customers
|
||||
|
||||
---
|
||||
|
||||
## Priority Features (Next Sprint)
|
||||
|
||||
### High Priority
|
||||
1. FastAPI backend with Claude integration
|
||||
2. Basic web interface
|
||||
3. Context loading from files
|
||||
4. Document generation
|
||||
|
||||
### Medium Priority
|
||||
1. Git connector
|
||||
2. Role-based responses
|
||||
3. Usage logging
|
||||
4. Docker deployment
|
||||
|
||||
### Low Priority (Later)
|
||||
1. Mobile apps
|
||||
2. Advanced analytics
|
||||
3. White-label features
|
||||
4. API marketplace
|
||||
|
||||
---
|
||||
|
||||
## Technical Decisions Log
|
||||
|
||||
**February 12, 2026:**
|
||||
- **Decision:** Use FastAPI for backend (proven with UTILEN)
|
||||
- **Rationale:** Team familiar, fast, good async support
|
||||
- **Decision:** Use React/Next.js for frontend
|
||||
- **Rationale:** Modern, good ecosystem, SSR capabilities
|
||||
- **Decision:** Start with Claude API (not self-hosted models)
|
||||
- **Rationale:** Faster development, proven quality, can add self-hosted later
|
||||
- **Decision:** PostgreSQL for metadata/users
|
||||
- **Rationale:** Reliable, team familiar, good performance
|
||||
- **Decision:** Self-hosted first, cloud later
|
||||
- **Rationale:** Matches go-to-market strategy, proves data sovereignty
|
||||
|
||||
---
|
||||
|
||||
## Success Criteria
|
||||
|
||||
### MVP Success (Month 3)
|
||||
- [ ] 100% Vector Zulu team adoption
|
||||
- [ ] 5+ queries per user per day
|
||||
- [ ] 3+ artifacts generated per user per week
|
||||
- [ ] 80% reduction in "where's that file?" questions
|
||||
- [ ] Positive feedback from all departments
|
||||
|
||||
### Beta Success (Month 6)
|
||||
- [ ] 5+ beta customers
|
||||
- [ ] 80%+ user activation within each company
|
||||
- [ ] 3+ written testimonials
|
||||
- [ ] <5% churn rate
|
||||
|
||||
### Launch Success (Month 12)
|
||||
- [ ] 20+ paying customers
|
||||
- [ ] $50k+ MRR
|
||||
- [ ] <5% monthly churn
|
||||
- [ ] Product-market fit validated
|
||||
|
||||
---
|
||||
|
||||
## Known Risks & Mitigation
|
||||
|
||||
**Risk:** Development takes longer than expected
|
||||
- **Mitigation:** Start extremely simple, iterate based on usage
|
||||
- **Mitigation:** Use AI to accelerate development (meta!)
|
||||
|
||||
**Risk:** Vector Zulu team doesn't adopt
|
||||
- **Mitigation:** Involve team early in design
|
||||
- **Mitigation:** Solve real pain points they have today
|
||||
- **Mitigation:** Make it obviously better than current workflows
|
||||
|
||||
**Risk:** AI costs too high
|
||||
- **Mitigation:** Implement caching strategies
|
||||
- **Mitigation:** Use Sonnet for simple queries, Opus for complex
|
||||
- **Mitigation:** Monitor costs closely, optimize prompts
|
||||
|
||||
---
|
||||
|
||||
## Next Actions (Immediate)
|
||||
|
||||
1. Set up backend project structure
|
||||
2. Create FastAPI server with Claude integration
|
||||
3. Implement basic context loading
|
||||
4. Create simple CLI for testing
|
||||
5. Begin frontend setup
|
||||
|
||||
**Owner:** JA + Claude
|
||||
**Target:** Week 1 completion by Feb 19, 2026
|
||||
533
VISION.md
Normal file
533
VISION.md
Normal file
@@ -0,0 +1,533 @@
|
||||
# Grimlock Vision & Strategy
|
||||
|
||||
## The Vision
|
||||
|
||||
**Build the AI-native operating system for modern companies.**
|
||||
|
||||
Every company will eventually run on AI-native infrastructure. Grimlock will be the platform that enables this transformation - making AI-powered operations accessible to companies of all sizes without vendor lock-in or data sovereignty concerns.
|
||||
|
||||
---
|
||||
|
||||
## The Problem (In Depth)
|
||||
|
||||
### Current State of Enterprise Software
|
||||
|
||||
**Tool Sprawl:**
|
||||
- Average company uses 110+ SaaS applications
|
||||
- Employees switch between apps 10+ times per hour
|
||||
- Context loss with every switch
|
||||
- Duplicate data across systems
|
||||
- Integration nightmare
|
||||
|
||||
**Generic AI Assistants:**
|
||||
- ChatGPT, Claude, etc. are powerful but generic
|
||||
- No company-specific context
|
||||
- Can't access internal systems
|
||||
- Manual copy-paste workflows
|
||||
- Results not reproducible
|
||||
|
||||
**Vendor Lock-In:**
|
||||
- Microsoft 365 + Copilot: Locked to Microsoft ecosystem
|
||||
- Google Workspace + Gemini: Locked to Google ecosystem
|
||||
- Enterprise software bundles force entire stack adoption
|
||||
- Migration is expensive and risky
|
||||
|
||||
**Disconnect Between Tools and AI:**
|
||||
- Slack has conversations but no intelligence
|
||||
- Notion has documents but requires manual updates
|
||||
- Project management tools track work but can't help execute
|
||||
- AI tools are smart but disconnected from company data
|
||||
|
||||
### The Core Inefficiency
|
||||
|
||||
**60-80% of knowledge worker time is spent on:**
|
||||
- Finding files and information
|
||||
- Asking colleagues for updates
|
||||
- Manual data entry and formatting
|
||||
- Scheduling and coordination
|
||||
- Reformatting data between systems
|
||||
- Creating documents from scratch
|
||||
- Searching through email/chat history
|
||||
|
||||
**This is ~$2 trillion in wasted productivity annually** (30M knowledge workers × $70k avg salary × 70% waste)
|
||||
|
||||
---
|
||||
|
||||
## The Solution
|
||||
|
||||
### Grimlock: AI-Native Company OS
|
||||
|
||||
**One Interface for Everything:**
|
||||
Instead of 110 apps, employees interact with ONE AI that:
|
||||
- Knows everything about the company
|
||||
- Can access any internal system
|
||||
- Generates any artifact on-demand
|
||||
- Routes requests appropriately
|
||||
- Never loses context
|
||||
|
||||
**Company-Specific Intelligence:**
|
||||
- AI trained on company's docs, code, patterns
|
||||
- Understands internal terminology and processes
|
||||
- Knows org structure and who does what
|
||||
- Remembers decisions and rationale
|
||||
- Learns from company interactions
|
||||
|
||||
**Platform-Agnostic Integration:**
|
||||
- Works with ANY backend systems (not just MS/Google)
|
||||
- Connector architecture for universal integration
|
||||
- Self-hosted for complete data control
|
||||
- No vendor lock-in
|
||||
|
||||
**Cross-Functional:**
|
||||
- Not just for developers (like Cursor, GitHub Copilot)
|
||||
- Works for BD, ops, finance, admin, everyone
|
||||
- Role-based intelligence and permissions
|
||||
- Department-specific workflows
|
||||
|
||||
---
|
||||
|
||||
## Market Opportunity
|
||||
|
||||
### Market Size
|
||||
|
||||
**TAM (Total Addressable Market):**
|
||||
- Enterprise collaboration software: $50B+
|
||||
- AI tools and platforms: $10B+ (growing 40% YoY)
|
||||
- Combined: $60B+ market
|
||||
|
||||
**Customers:**
|
||||
- 200M+ knowledge workers globally
|
||||
- 6M+ companies with 10+ employees
|
||||
- 200k+ companies with 50+ employees (primary target)
|
||||
|
||||
**Revenue Potential:**
|
||||
- At 1% market penetration: 2M users
|
||||
- At $100/user/month: $200M MRR = $2.4B ARR
|
||||
- At 5% penetration: $12B ARR
|
||||
|
||||
### Market Validation
|
||||
|
||||
**Proof Points:**
|
||||
1. **Microsoft Copilot**: $30/user/month, millions of users despite limitations
|
||||
2. **Notion AI**: $10/user/month add-on, high adoption
|
||||
3. **Cursor**: $20/month, 100k+ paying users (developers only)
|
||||
4. **Slack**: $12.50/user/month, tens of millions of users
|
||||
5. **Atlassian**: $8B+ revenue, companies pay for tool consolidation
|
||||
|
||||
**The market is PROVEN** - companies will pay for tools that consolidate workflows and increase productivity.
|
||||
|
||||
### Competitive Advantages
|
||||
|
||||
**vs. Microsoft Copilot:**
|
||||
- ❌ MS: Locked to Microsoft 365, cloud-only, expensive stack
|
||||
- ✅ Grimlock: Any stack, self-hostable, no vendor lock-in
|
||||
|
||||
**vs. Google Workspace + Gemini:**
|
||||
- ❌ Google: Locked to Google ecosystem, cloud-only
|
||||
- ✅ Grimlock: Platform-agnostic, data sovereignty
|
||||
|
||||
**vs. ChatGPT Team/Enterprise:**
|
||||
- ❌ OpenAI: Generic AI, limited company integration, no self-hosting
|
||||
- ✅ Grimlock: Deep company integration, full self-hosting, artifact generation
|
||||
|
||||
**vs. Development Tools (Cursor, GitHub Copilot):**
|
||||
- ❌ Dev tools: Engineering-only, no cross-functional use
|
||||
- ✅ Grimlock: Everyone uses it - BD, ops, finance, admin
|
||||
|
||||
**vs. Slack/Notion:**
|
||||
- ❌ Slack/Notion: Communication/docs but no AI intelligence
|
||||
- ✅ Grimlock: AI-first with built-in intelligence and generation
|
||||
|
||||
**Our Unique Position:**
|
||||
The ONLY platform that combines:
|
||||
1. AI-native interface
|
||||
2. Self-hosted/data sovereign
|
||||
3. Platform-agnostic
|
||||
4. Cross-functional (not just engineering)
|
||||
5. Artifact generation
|
||||
6. Universal system integration
|
||||
|
||||
---
|
||||
|
||||
## Go-To-Market Strategy
|
||||
|
||||
### Phase 1: Pilot Customer (Months 1-3)
|
||||
|
||||
**Vector Zulu as the Lighthouse Customer**
|
||||
|
||||
Deploy Grimlock internally at Vector Zulu to:
|
||||
- Validate product-market fit
|
||||
- Develop core features based on real needs
|
||||
- Generate case study and metrics
|
||||
- Prove 10x productivity improvements
|
||||
|
||||
**Success Metrics:**
|
||||
- 80% reduction in "where's that file?" questions
|
||||
- 10x faster project scaffolding
|
||||
- 100% team adoption
|
||||
- Measurable time savings per role
|
||||
|
||||
### Phase 2: Beta Customers (Months 4-6)
|
||||
|
||||
**Find 5-10 Similar Companies:**
|
||||
|
||||
**Ideal Beta Customer Profile:**
|
||||
- 10-50 employees
|
||||
- Tech-forward but not Microsoft-locked
|
||||
- Services business (agencies, consultancies)
|
||||
- Distributed team
|
||||
- Values data sovereignty
|
||||
- Willing to provide feedback
|
||||
|
||||
**Acquisition Strategy:**
|
||||
- Personal network and referrals
|
||||
- Founder communities (YC, Indie Hackers)
|
||||
- Reddit (r/startups, r/selfhosted)
|
||||
- Product Hunt launch
|
||||
- Technical blog content
|
||||
|
||||
**Pricing for Beta:**
|
||||
- 50% discount ($25-50/user/month)
|
||||
- Free professional services
|
||||
- Direct access to founders
|
||||
- Influence on roadmap
|
||||
|
||||
**Success Metrics:**
|
||||
- 5+ beta customers by month 6
|
||||
- 80%+ user adoption within each company
|
||||
- 3+ written testimonials
|
||||
- Documented use cases and ROI
|
||||
|
||||
### Phase 3: Product Launch (Months 7-9)
|
||||
|
||||
**Public Launch:**
|
||||
- Full pricing ($50-150/user/month)
|
||||
- Self-service onboarding
|
||||
- Marketing website and documentation
|
||||
- Product Hunt launch
|
||||
- Content marketing (blog, guides)
|
||||
|
||||
**Distribution Channels:**
|
||||
- Product-led growth (free trial)
|
||||
- Content marketing (SEO, blog)
|
||||
- Community (Reddit, HN, forums)
|
||||
- Partnerships (hosting providers, consultancies)
|
||||
|
||||
**Target:**
|
||||
- 20+ paying customers by month 9
|
||||
- $50k+ MRR
|
||||
- Product-market fit validated
|
||||
|
||||
### Phase 4: Scale (Year 2+)
|
||||
|
||||
**Expand Market:**
|
||||
- SMB (50-500 employees)
|
||||
- Mid-market (500-2000 employees)
|
||||
- Enterprise (2000+ employees)
|
||||
|
||||
**Build Sales Team:**
|
||||
- Inside sales for SMB
|
||||
- Field sales for mid-market/enterprise
|
||||
- Partner channel
|
||||
|
||||
**Geographic Expansion:**
|
||||
- Start: US market
|
||||
- Expand: EU (GDPR-friendly positioning)
|
||||
- Expand: APAC, LATAM
|
||||
|
||||
**Target:**
|
||||
- $1M+ MRR by end of year 2
|
||||
- 200+ customers
|
||||
- Path to $10M ARR
|
||||
|
||||
---
|
||||
|
||||
## Product Roadmap
|
||||
|
||||
### MVP (Months 1-3)
|
||||
|
||||
**Core Features:**
|
||||
- Web interface (React/Next.js)
|
||||
- Chat with AI (Claude API integration)
|
||||
- User authentication
|
||||
- Git connector (read-only)
|
||||
- Document generation (Markdown, PDF)
|
||||
- Spreadsheet generation (CSV, JSON)
|
||||
- Basic role-based responses
|
||||
|
||||
**Deploy:** Vector Zulu internal use only
|
||||
|
||||
### V1.0 (Months 4-6)
|
||||
|
||||
**Added Features:**
|
||||
- Mobile apps (iOS, Android - React Native)
|
||||
- Desktop app (Electron)
|
||||
- Connector architecture framework
|
||||
- 10+ pre-built connectors:
|
||||
- Git (GitHub, GitLab, Gitea)
|
||||
- Databases (PostgreSQL, MySQL, MongoDB)
|
||||
- File storage (MinIO, S3, local)
|
||||
- Calendar (Google, Outlook, CalDAV)
|
||||
- Project management (Linear, Jira, Asana)
|
||||
- Admin dashboard
|
||||
- Multi-tenant architecture
|
||||
- Usage analytics
|
||||
|
||||
**Deploy:** 5-10 beta customers
|
||||
|
||||
### V2.0 (Months 7-12)
|
||||
|
||||
**Added Features:**
|
||||
- Advanced artifact generation (presentations, complex reports)
|
||||
- Workflow automation engine
|
||||
- Scheduled tasks and reminders
|
||||
- SSO integrations (Okta, Auth0, SAML)
|
||||
- Audit logs and compliance features
|
||||
- API for third-party integrations
|
||||
- Self-service onboarding flow
|
||||
- Billing and subscription management
|
||||
|
||||
**Deploy:** Public launch, 20+ customers
|
||||
|
||||
### V3.0 (Year 2)
|
||||
|
||||
**Added Features:**
|
||||
- Fine-tuning on company data
|
||||
- Advanced analytics and insights
|
||||
- White-label options
|
||||
- Enterprise features (dedicated instances, SLAs)
|
||||
- API marketplace for third-party connectors
|
||||
- Advanced security (RBAC, data loss prevention)
|
||||
- AI model flexibility (Claude, GPT, self-hosted)
|
||||
- Compliance certifications (SOC2, HIPAA)
|
||||
|
||||
**Deploy:** Scale to 200+ customers
|
||||
|
||||
---
|
||||
|
||||
## Business Model
|
||||
|
||||
### Revenue Streams
|
||||
|
||||
**1. Self-Hosted License (Primary)**
|
||||
- **Pricing:** $50-150/user/month (tiered based on features)
|
||||
- **Target:** SMB and mid-market companies
|
||||
- **Model:** Annual or monthly subscription
|
||||
- **Margins:** High (80%+) - software license only
|
||||
|
||||
**2. Managed Hosting**
|
||||
- **Pricing:** $100-200/user/month
|
||||
- **Target:** Companies without infrastructure expertise
|
||||
- **Model:** We host on Vector Zulu's distributed infrastructure
|
||||
- **Margins:** Medium (60-70%) - includes infrastructure costs
|
||||
|
||||
**3. Professional Services**
|
||||
- **Custom connector development:** $10-50k per connector
|
||||
- **Implementation services:** $25-100k per customer
|
||||
- **Training and onboarding:** $5-10k per engagement
|
||||
- **Margins:** Medium (50-60%) - services business
|
||||
|
||||
**4. Enterprise (Custom)**
|
||||
- **Pricing:** Custom, typically $150-300/user/month
|
||||
- **Target:** Large companies (1000+ employees)
|
||||
- **Model:** Annual contracts with SLAs
|
||||
- **Includes:** Dedicated support, custom features, on-site training
|
||||
|
||||
### Unit Economics
|
||||
|
||||
**Target Customer (50-person company):**
|
||||
- 50 users × $100/month = $5,000 MRR
|
||||
- Annual contract = $60,000 ARR
|
||||
- Customer acquisition cost (CAC): $15,000 (3 months MRR)
|
||||
- Lifetime value (LTV): $180,000 (3 years average)
|
||||
- LTV:CAC ratio: 12:1 (excellent)
|
||||
|
||||
**Path to $10M ARR:**
|
||||
- $10M ARR ÷ $60k per customer = 167 customers
|
||||
- At 30% monthly growth: 24 months to reach
|
||||
|
||||
---
|
||||
|
||||
## Funding Strategy
|
||||
|
||||
### Bootstrap First (Recommended)
|
||||
|
||||
**Phase 1: Self-Funded (Months 1-6)**
|
||||
- Build MVP using Vector Zulu resources
|
||||
- Beta customers generate first revenue
|
||||
- Prove product-market fit
|
||||
- Maintain full control
|
||||
|
||||
**Phase 2: Revenue-Funded (Months 7-18)**
|
||||
- Use revenue from customers to fund growth
|
||||
- Hire slowly and profitably
|
||||
- Reach $500k-1M ARR
|
||||
- Maintain profitability
|
||||
|
||||
**Phase 3: Optional Seed Round (Month 18+)**
|
||||
- Only if needed for faster growth
|
||||
- Raise $2-3M seed at strong valuation
|
||||
- Use for sales team and marketing
|
||||
- Accelerate to $10M ARR
|
||||
|
||||
### Alternative: Seed Round Early
|
||||
|
||||
**If choosing to fundraise:**
|
||||
- **Amount:** $2-3M seed round
|
||||
- **Valuation:** $10-15M post-money
|
||||
- **Use of funds:**
|
||||
- Engineering team: $800k (2 senior engineers, 18 months)
|
||||
- Sales/marketing: $500k (2 sales, 1 marketing, 18 months)
|
||||
- Operations: $300k (1 ops person, infrastructure)
|
||||
- Runway: 18-24 months
|
||||
|
||||
**Pitch:**
|
||||
- $60B TAM (enterprise collaboration + AI tools)
|
||||
- Unique position (self-hosted + AI-native + cross-functional)
|
||||
- Founder has execution track record (UTILEN case study)
|
||||
- Path to $10M ARR in 3 years
|
||||
- Exit potential: Acquisition or IPO
|
||||
|
||||
---
|
||||
|
||||
## Success Metrics
|
||||
|
||||
### Product Metrics
|
||||
|
||||
**Adoption:**
|
||||
- User activation rate: >80% (users who complete setup and use product)
|
||||
- Daily active users (DAU): >60% of seats
|
||||
- Feature adoption: >50% using artifact generation weekly
|
||||
|
||||
**Engagement:**
|
||||
- Average queries per user per day: >5
|
||||
- Artifacts generated per user per week: >3
|
||||
- Time saved per user per week: >4 hours (measured via surveys)
|
||||
|
||||
### Business Metrics
|
||||
|
||||
**Growth:**
|
||||
- Monthly recurring revenue (MRR) growth: 30%+
|
||||
- Net revenue retention (NRR): >120%
|
||||
- Customer acquisition cost (CAC): <3 months MRR
|
||||
- Churn rate: <5% monthly
|
||||
|
||||
**Economics:**
|
||||
- Gross margins: >75%
|
||||
- Customer lifetime value (LTV): >$180k
|
||||
- LTV:CAC ratio: >10:1
|
||||
- Magic number (sales efficiency): >1.0
|
||||
|
||||
---
|
||||
|
||||
## Risks and Mitigation
|
||||
|
||||
### Technical Risks
|
||||
|
||||
**Risk: AI models become commoditized**
|
||||
- **Mitigation:** Value is in integration and company-specific context, not just AI
|
||||
- **Mitigation:** Support multiple AI providers (Claude, GPT, self-hosted)
|
||||
|
||||
**Risk: Anthropic API costs too high**
|
||||
- **Mitigation:** Efficient prompting and caching strategies
|
||||
- **Mitigation:** Option for self-hosted models
|
||||
- **Mitigation:** Pass costs through to customers transparently
|
||||
|
||||
**Risk: Self-hosting too complex for customers**
|
||||
- **Mitigation:** Exceptional documentation and support
|
||||
- **Mitigation:** One-click installers for common platforms
|
||||
- **Mitigation:** Managed hosting option
|
||||
|
||||
### Market Risks
|
||||
|
||||
**Risk: Microsoft/Google bundle competing features**
|
||||
- **Mitigation:** Self-hosting and data sovereignty as differentiator
|
||||
- **Mitigation:** Platform-agnostic positioning
|
||||
- **Mitigation:** Move fast to build defensible customer base
|
||||
|
||||
**Risk: Market not ready for AI-native operations**
|
||||
- **Mitigation:** Already validated (Copilot adoption proves demand)
|
||||
- **Mitigation:** Start with early adopters who get it
|
||||
- **Mitigation:** Education through content marketing
|
||||
|
||||
**Risk: Customers don't want to pay**
|
||||
- **Mitigation:** Clear ROI story (time saved × hourly rate)
|
||||
- **Mitigation:** Free trial to prove value
|
||||
- **Mitigation:** Start with small teams where budget approval is easier
|
||||
|
||||
### Execution Risks
|
||||
|
||||
**Risk: Building takes too long**
|
||||
- **Mitigation:** Start simple (MVP in 3 months)
|
||||
- **Mitigation:** Use AI to accelerate development (meta!)
|
||||
- **Mitigation:** Leverage existing open source tools
|
||||
|
||||
**Risk: Can't acquire customers**
|
||||
- **Mitigation:** Start with warm intros and founder network
|
||||
- **Mitigation:** Vector Zulu case study as proof
|
||||
- **Mitigation:** Product-led growth (free trial)
|
||||
|
||||
**Risk: Team can't scale**
|
||||
- **Mitigation:** Hire slowly and deliberately
|
||||
- **Mitigation:** Remote-first to access global talent
|
||||
- **Mitigation:** Use Grimlock internally for efficiency (dog-fooding)
|
||||
|
||||
---
|
||||
|
||||
## Why This Will Win
|
||||
|
||||
**1. Timing is Perfect**
|
||||
- AI is proven and trusted
|
||||
- Companies are tired of tool sprawl
|
||||
- Data sovereignty concerns are rising
|
||||
- Microsoft/Google fatigue is real
|
||||
|
||||
**2. Unique Value Prop**
|
||||
- Only self-hosted, AI-native, cross-functional platform
|
||||
- Not locked to any vendor
|
||||
- Works with ANY backend systems
|
||||
|
||||
**3. Founder-Market Fit**
|
||||
- JA has built multiple successful systems (UTILEN, Vector Zulu platform)
|
||||
- Deep understanding of pain points (feels them daily)
|
||||
- Technical execution ability proven
|
||||
- Distribution through Vector Zulu network
|
||||
|
||||
**4. Sustainable Business Model**
|
||||
- High margins (software license)
|
||||
- Recurring revenue
|
||||
- Multiple revenue streams
|
||||
- Path to profitability
|
||||
|
||||
**5. Defensibility**
|
||||
- Network effects (more connectors = more value)
|
||||
- Data moat (learns from company interactions)
|
||||
- Switching costs (becomes central to operations)
|
||||
- Brand (first-mover in self-hosted AI-native OS)
|
||||
|
||||
---
|
||||
|
||||
## The Long-Term Vision (10 Years)
|
||||
|
||||
**Year 5:**
|
||||
- 10,000+ companies using Grimlock
|
||||
- $100M+ ARR
|
||||
- 200+ employees
|
||||
- Category leader in "AI-native operations"
|
||||
- Multiple deployment options (cloud, self-hosted, hybrid)
|
||||
|
||||
**Year 10:**
|
||||
- 100,000+ companies using Grimlock
|
||||
- $1B+ ARR
|
||||
- Industry standard for AI-native operations
|
||||
- Public company or acquired for $5B+
|
||||
- Every company runs on Grimlock
|
||||
|
||||
**Ultimate Vision:**
|
||||
Just as every company today has "an operating system" (Windows, Mac, Linux), every company will have an "AI operating system" - and Grimlock will be the platform they choose when they want control, flexibility, and power without vendor lock-in.
|
||||
|
||||
---
|
||||
|
||||
**Document Owner:** JA
|
||||
**Last Updated:** February 12, 2026
|
||||
**Status:** Living Document - Updated as strategy evolves
|
||||
Reference in New Issue
Block a user