Insights & perspectives
on enterprise AI.

A price cut reaches your application on its own. A more capable model shipped under a new name never does: how to spot AI model lock-in and decouple it.

Frontier model prices are climbing while entry-level rates sit on promotions that expire. Why enterprise AI adoption tracks neither of those two curves.

Enterprise AI agents: the six families of use cases that actually reach production, and the five selection criteria to check before you write any code.

Computer use or API integration: a four-question grid for deciding your AI agent architecture, and what each mode changes for traceability and auditing.

The Digital Omnibus package pushed high-risk obligations to December 2027 and left the transparency duties untouched. What moved, what holds, and where to start.

Orange just appointed a Chief AI Officer. What the role does, what its governance mandate reveals, and how to decide whether your company should appoint one too.

What a Claude integrator does, why a specialist beats a generalist for enterprise AI, and how to choose the right Anthropic pure player in France in 2026.

Seven concrete signals that tell you whether your company is ready for AI: data, sponsorship, governance, business ownership. Plus a 7-question self-assessment.

Agentic AI readiness: permissions, guardrails, auditability, human-in-the-loop. The 5 prerequisites before an AI agent reaches production, and how to benchmark.

The 5 AI maturity levels explained, mapped against Gartner, MIT and IBM models, and against the Koneetiv framework: 4 stages, 6 dimensions, a free assessment.

Factual comparison across 8 enterprise dimensions: governance, AI Act compliance, EU sovereignty, reasoning, hallucinations, price, MCP, ecosystem. Final recommendation by profile.

Rigorous definition, ecosystem, production use cases, deployment plan and pitfalls to avoid when moving from chatbot to enterprise AI agent.

McKinsey confirms: fewer than 15% of AI projects reach production.

Living Oversight and Operations Protocol. 4 trust zones, 3 escalation levels.

33% of enterprise apps will integrate agentic AI by 2028 according to Gartner.

Green, orange, red, black. How to classify your AI agents.