Cluster

Detecting the AI Stack

The AI stack a company runs leaves fingerprints: SDK calls, client libraries, and named API hostnames. This cluster covers how to read each layer of it from a domain alone.

5 questions about detecting the ai stack

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Frequently asked questions

Can you detect a company's AI stack without inside access?

Yes, in large part. Model providers, SDKs, vector stores, and observability tools leave client-side and network fingerprints that are visible from the outside, though fully server-side components can stay hidden.

What is the strongest signal in the AI stack?

LLM observability and a live MCP endpoint are the strongest, because you only stand those up for AI you are running in production.

Sniff a domain.

Run sniff_domain on any site and read its five-layer dossier in one call.

Sniff a domain