Ideas on AI adoption, cost, and compliance.
Deep reads and short takes from the Ciralgo team on making AI work in real organisations.
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We write for four kinds of readers. Pick the one that sounds most like you.
Bring AI into your org
Playbooks and post-mortems for leaders introducing AI without breaking their teams.
Master the EU AI Act
Turn regulatory pressure into competitive advantage. Article-by-article, practical.
Ship with AI providers
Practical guides to building on OpenAI, Anthropic, and multi-provider stacks.
Get AI cost under control
Where AI spend actually goes, and how to prove ROI to the CFO without invented numbers.
Fresh thinking from the team
Mistral Enterprise Safety Checklist: Audit Logs, EU Hosting and Governance Controls
Mistral enterprise audit logs are often the first question in a serious security review. That is a good sign, because it means…
Claude + Claude Code Safety in Enterprise: Permission Models, Allowlists and Auditability
Claude Code is not a typical chatbot. It is an agentic coding tool that can read repositories, edit files and run commands.…
ChatGPT Enterprise Safety Checklist: Retention, Residency and Admin Analytics
If you are rolling out ChatGPT to an enterprise workforce then you need more than a license. You need a ChatGPT Enterprise…
Microsoft 365 Copilot Safety Baseline: DLP, Auditability and the Oversharing Fix
Microsoft 365 Copilot is one of the few AI assistants that can be rolled out with enterprise-grade identity, permissions and compliance controls…
AI Tool Safety Scorecard (2026): What to Check Before You Approve Any AI Assistant
Approving an AI assistant in an enterprise is rarely a “model” decision. It’s a control decision. If your users can paste a…
From shadow AI to secure copilot: A practical guide for Microsoft 365 Admins
If you are a Microsoft 365 admin, you’re probably stuck between two realities: employees quietly using consumer AI tools with company data…
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