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Insights

Practical AI implementation guides, comparisons and the business implications of global developments.

12 articles listed

7 min readModels and tools

Should GPT-6.1 Terra Run Your Back-Office Automation?

OpenAI lists Terra at $1 input and $5 output per million tokens. Foundry's EU Data Zone and long context cost more, so test real tasks before migrating.

6 min readModels and tools

When Should You Move Ticket and Document Routing to OpenAI’s Decisions API?

OpenAI’s API targets decisions with predefined answers. Learn when to test routing on Hungarian-language data and when to keep your current workflow.

6 min readModels and tools

Must AI Agents Have a Separate Sandbox Layer?

NVIDIA OpenShell places a policy-controlled sandbox between an agent and affected systems. Learn when a pilot is justified.

6 min readStrategy and lessons

Is Google Cloud Marketplace the Right Route for Buying OpenAI Models?

A GCP spend commitment may soon cover OpenAI models. Before production migration, confirm price, EU regions, data terms and support ownership.

6 min readEU AI Act and compliance

Do AI Agents Need Separate Permissions in Microsoft 365?

Microsoft announced task-scoped, time-bound agent permissions. Apply least privilege now, but wait for written E7 and EU availability details.

7 min readModels and tools

Which OpenAI Model Should Replace GPT-4o and GPT-4.1 Before Shutdown?

Affected GPT-4o and GPT-4.1 API models shut down on 14 January 2027. Plan evaluation, cost testing and a staged migration now.

7 min readModels and tools

What Does Maia 300 Change in Your Azure AI Contract?

Maia 300 starts deployment in 2027 with no announced price cut. Before a long Azure AI commitment, secure price review and exit terms.

9 min readModels and tools

Does Self-Replicating AI Pose a Real Risk to Your Company Yet?

Models of 30B parameters and under cannot yet complete the full replication chain. Anthropic's researchers say that could change by the end of 2026.

7 min readModels and tools

How Should You Restrict an AI Agent That Uses the Internet?

Anthropic’s cases show why prompt blocklists are insufficient. Test permissions, network boundaries and safe stopping before enabling writes.

7 min readModels and tools

Can Google's Gemini Agent Replace Your Own Agent Orchestration?

A bounded pilot may suit Google Workspace or Cloud users. Do not migrate before pricing, availability, EU data terms and an exit path are clear.

6 min readModels and tools

When Should Your Company Test GPT-6 Intelligent UI in ChatGPT?

Intelligent UI changes Chat, while Work and Codex models stay in place. Test it on Hungarian business tasks before widening access.

7 min readModels and tools

Atlassian Rovo or a Custom AI Integration for Jira and Confluence?

OpenAI models will power Atlassian Rovo agents. Before a pilot, clarify data processing, permissions and vendor dependence.