Cluster
Finding AI-Forward Companies
Firmographic databases tell you a company exists; they cannot tell you it ships AI. This cluster covers building target lists from what a company runs: MCP endpoints, AI agents, vector databases, and named model providers, read straight from the live stack.
5 questions about finding ai-forward companies
- How do you build a list of companies using AI?
You build a list of companies using AI by fingerprinting each domain's backend AI stack and filtering on a shipping-versus-talking verdict, not scraping press releases.
- How do you find companies shipping MCP endpoints?
You find companies shipping MCP endpoints by probing domains for a live server on an mcp. subdomain or /mcp path, not by searching a registry.
- How do you find prospects that use a vector database?
You find prospects using a vector database by fanning a candidate domain list through per-domain detection and filtering on the vector-store signal.
- How do you target AI-native startups for outbound?
You target AI-native startups by scoring the AI stack they run, not their marketing. Filter domains on a shipping verdict, then rank by ICP fit.
- Which companies are adopting AI agents?
You find which companies are adopting AI agents by fingerprinting each domain's backend AI stack, not by trusting press releases or self-reported tags.
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Frequently asked questions
Why not just filter a firmographics database for companies that use AI?
Apollo, ZoomInfo, and Clearbit infer AI adoption from marketing copy and job titles, so their filters surface companies that talk about AI. Bassethound fingerprints the running stack instead, so a list built from sniff_domain reflects what a company deploys, not what it advertises.
Can you filter a domain list by a specific AI component like a vector store or MCP endpoint?
Yes. The AI-readiness layer returns distinct signal groups (model providers, AI SDKs, orchestration, vector stores, observability, plus MCP and llms.txt) as structured fields, so an agent can score a domain list and keep only the ones running Pinecone, exposing an MCP endpoint, or hitting whatever component you target.
Sniff a domain.
Run sniff_domain on any site and read its five-layer dossier in one call.