AI Generated Content Detection

RICHEY, Mark (MS PRS) 20 Reputation points
2026-09-01T12:06:13.25+00:00

Is there an equivalent service in Azure to Hives AI Generated Content Detector [https://hivemoderation.com/ai-generated-content-detection]? I have looked at the image provenance services and they only seem to detect meta data and more specifically the data generated by Microsoft Services only. The goal would be an endpoint that could be called via API.

Microsoft Copilot | Microsoft 365 Copilot | Development
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Answer accepted by question author
Marcin Policht 106.8K Reputation points MVP Volunteer Moderator
2026-09-01T12:59:44.1233333+00:00

AFAIK, Azure does not currently offer a native, first-party API that replicates Hive's passive, pixel-level AI image detection. Azure AI Content Safety is Microsoft's primary content moderation service, but its focus is filtering explicit, violent, or otherwise harmful content. For synthetic media, Microsoft's approach is more heavily focused on watermarking and cryptographic provenance metadata, such as C2PA standards, rather than statistically detecting visual artifacts across images generated by external models such as Midjourney, Flux, or Stable Diffusion.

If you are committed to Azure infrastructure but need passive detection of AI-generated images from any source, one option is to deploy a third-party detection model within Azure. Open-source or commercial deepfake and AI-image detection models can be containerized and hosted using Azure Container Instances or Azure Kubernetes Service, with a FastAPI layer exposing the model as an internal API endpoint. Another option is Azure Machine Learning, where you can deploy or train your own computer-vision classifier specifically for detecting characteristics associated with generative AI images.

You can also look at the Azure Marketplace for third-party trust-and-safety vendors that provide prebuilt Azure integrations. These services can potentially allow image data to be submitted to a detection service while keeping the surrounding application infrastructure within your Azure environment.

If using an external API is acceptable, there are dedicated detection services such as Sightengine and Reality Defender provide APIs specifically designed for detecting synthetic or manipulated media. They analyze the actual image data rather than depending solely on metadata or watermarks. Sightengine, in particular, provides a direct image-payload API suitable for real-time user-generated-content screening.


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hth

Marcin

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