Claude Code Runs Entire Consultancy

A groundbreaking demonstration of Claude Code’s capabilities has emerged, showcasing how the AI tool can operate an entire consultancy business from end to end. Anton Morrison’s “Artificial Brain” system, featured in a recent YouTube video, illustrates Claude Code managing client research, architecture design, autonomous code sprints, and support ticket triage while maintaining crucial business context. This development marks a significant evolution in how AI coding assistants are being deployed beyond traditional software development tasks.

AI-powered ticket triage system for business context analysis, prioritization, and informed decision-making in consultancy...

Running a Business with AI Autonomy

The “Artificial Brain” system demonstrates Claude Code’s capacity to handle complex, interconnected business operations autonomously. Rather than simply assisting with individual coding tasks, Morrison’s implementation shows the platform managing multiple aspects of a consultancy workflow simultaneously. The system maintains context across different business functions, from initial client research through project execution and ongoing support.

This approach reflects a growing trend of users pushing Claude Code beyond its original coding-focused design. The example demonstrates how to expand LLM tools beyond their original problem domain into something totally new, exploring capabilities that extend far beyond software development.

The Second Brain Movement Gains Momentum

Multiple developers and knowledge workers are now using Claude Code as a “second brain” for organizing information and automating workflows. Users are pairing Claude Code with Obsidian to build a portable, self-maintaining knowledge base, creating systems that sync across devices and intelligently manage personal information.

One implementation has Claude running on a server in a basement hooked up to a VPN, storing, reading, and writing to thousands of notes in an Obsidian vault, all accessible from a phone. These setups utilize Claude Code’s file system access to autonomously organize notes, create summaries, and maintain context across projects.

Recent Platform Developments and Challenges

Claude Code has experienced rapid growth recently. The platform grew from a quick hack to 4% of public GitHub commits, with daily active users doubling last month. The tool has also expanded its capabilities beyond coding, with Claude now generating interactive charts and diagrams directly within chat.

However, security concerns have emerged alongside this growth. Research reveals that AI coding agents including Claude Code introduced vulnerabilities in 87% of pull requests. Additionally, Check Point Research has identified critical vulnerabilities in Claude Code (CVE-2025-59536), highlighting enterprise AI security risks.

User Adoption Patterns and Analytics

New analytics tools are providing insights into how developers actually use Claude Code. Analytics reveal that skills are used in only 4% of sessions, 26% are abandoned within 60 seconds, and success rates vary significantly by task type. These metrics suggest that while the platform shows tremendous potential, users are still discovering optimal workflows and use cases.

Switching from ChatGPT to Claude

Some AI startups are making the transition from OpenAI’s offerings to Anthropic’s Claude ecosystem. An AI startup cofounder explains their transition from ChatGPT to Claude, citing better nuance understanding, fewer coding errors, and the ability to automate development workflows more effectively. This shift reflects growing confidence in Claude’s capabilities for production workflows.

Key Facts

Anton Morrison’s “Artificial Brain” system uses Claude Code to run a consultancy end-to-end, managing client research, architecture, code sprints, and support
Claude Code now accounts for 4% of public GitHub commits, with daily active users doubling in the past month
Security research found vulnerabilities in 87% of AI coding agent pull requests, including those from Claude Code
Analytics show only 4% of Claude Code sessions utilize skills, while 26% are abandoned within 60 seconds
Claude AI now generates interactive charts and diagrams directly within chat conversations