Insights &
Engineering Notes
Thoughts on AI architecture, scalable systems, and the future of software engineering.
The 9 Reasons Enterprise Leaders Choose Claude for Mission-Critical Workflows
70% of Fortune 100. 500+ companies at $1M+/year. AIG, Palo Alto Networks, Novo Nordisk all chose Claude. Here are the 9 reasons enterprise leaders make that call for their most critical workflows.
Claude Code vs OpenAI Codex: The Honest 2026 Engineering Comparison
65% prefer Codex. 67% rate Claude Code cleaner in blind reviews. Preference and quality are not the same verdict. Here's what that gap means for your engineering team's tool choice in 2026.
How to Roll Out Claude Across a Large Organisation Without It Dying in Procurement
Claude is already in your organisation employees use it before IT approves it. The question isn't whether it enters. It's whether you control how. Here's the 8-stage rollout playbook.
Claude Enterprise Explained: What MNCs Get That the Pro Plan Doesn't
Pro: nothing is logged, nothing governed, nothing audited. Enterprise: SSO, SCIM, audit logs, compliance API, ZDR, HIPAA BAA, 1M token context. Same Claude. Different product. Different problem.
OpenAI and Anthropic Just Entered the Consulting Business
OpenAI and Anthropic entered in consulting. $11.5 billion. 19 investors. The Palantir playbook. Here's why the labs made this move, what it destroys, and where the opportunity sits for everyone else.
Why 70% of Fortune 100 Companies Chose Claude Over ChatGPT
ChatGPT has 900M users. Claude has 70% of the Fortune 100. Anthropic's enterprise revenue surpassed OpenAI's with 50x fewer users.