Is GPT-6 Astra currently available in AI Foundry?
Has anyone successfully accessed or deployed GPT-6 Astra through AI Foundry? I'm seeing it listed in the model leaderboard, but I'm unsure whether it's generally available or still…
Azure AI Foundry
Why are Azure AI Foundry Claude Opus CCU charges much higher than token estimates?
I'm trying to understand the billing for Claude Opus hosted through Microsoft Foundry on Azure. In one day, the usage report showed 359.52K input tokens, 434.39K output tokens,…
What does a production-grade AI guardrail architecture look like across Azure and AWS?
I'm designing an enterprise GenAI/RAG application that may run across Azure and AWS, and I'm looking for honest production lessons on implementing guardrails. I'm especially interested in prompt…
Why isn’t GPT-Live-1 available in Microsoft Foundry yet?
Microsoft announced that GPT-Live-1 would be available through Microsoft Foundry, but I still can't find it in the model catalog. I've been checking regularly and haven't seen it…
Can Foundry provide company-wide AI skills without per-user licenses?
We're trying to make useful AI skills available to the whole company while keeping costs manageable. Right now, we have some Copilot licenses and a limited number of…
How Can a Small Business Get Anthropic Claude Capacity in Azure AI Foundry?
I'm working with a relatively new Azure tenant, and every Anthropic Claude model I've checked in Azure AI Foundry shows no usable quota or capacity. This is more…
How can a small business get Anthropic Claude capacity in Azure AI Foundry?
I'm working with a relatively new Azure tenant, and every Anthropic Claude model I've checked in Azure AI Foundry shows no usable quota or capacity. This is more…
Unauthorized Azure AI Foundry Usage Resulted in a $55K Bill—What Should I Do?
I logged into my Azure account after being away for a while and discovered that my credits had been used up, along with an outstanding bill of roughly…
Possible Azure Account Compromise Caused an Unexpected $55K AI Foundry Bill—What Should I Do?
I logged into my Azure account after being away for some time and discovered that my credits had been used up along with an outstanding bill of roughly…
Has Azure AI Foundry Updated Pricing for DeepSeek V4 Flash and GPT-5.6 Luna?
OpenAI recently lowered the price of GPT-5.6 Luna, and DeepSeek reduced its direct API pricing as well. However, Azure AI Foundry still appears to show the older rates,…
How can we preserve GPT-4o’s concise style when migrating a RAG agent to GPT-5.1?
Our team is migrating a production RAG agent from GPT-4o to GPT-5.1 in Azure AI Foundry because GPT-4o is nearing retirement. We kept the same system prompt, knowledge…
How can we preserve GPT-4o’s concise style when migrating a RAG agent to GPT-5.1?
Our team is migrating a production retrieval-augmented generation agent from GPT-4o to GPT-5.1 in Azure AI Foundry because the GPT-4o deployment is nearing retirement. We kept the same…
Do Visual Studio Azure Credits Limit Access to New AI Models?
I have a Visual Studio subscription through my employer that includes $150 per month in Azure credits. I'm trying to deploy several AI models in Azure AI Foundry…
Did Azure AI Foundry Get Rebranded to Microsoft Foundry?
I recently stumbled upon some updates about Azure AI Foundry and noticed that some documents and platforms now refer to it as Microsoft Foundry. I'm curious if Microsoft…
What are the benefits of using Azure OpenAI resources compared to Azure AI Foundry?
I'm curious about the differences between Azure OpenAI resources and Azure AI Foundry resources. From what I've gathered, Azure AI Foundry seems to be a more comprehensive option,…