Benjamin Hays Company Profile

Benjamin Hays: Information Security Student

Industry: Other

Segment: Other

Tech stack: Elasticsearch

Generated by Kustiq, an AI company intelligence platform for B2B teams. Multi-stage pipeline: AI classification + live web scraping + SMTP-verified contacts + 12-factor rule-based churn engine.

Company profile

Benjamin Hays

Benjamin Hays: Information Security Student
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AI-verified profile

Benjamin Hays: Information Security Student

Tech Stack

Elasticsearch

Pricing

Public pricing page

AI Classification

OtherOther

benhays.org is a personal blog and portfolio site run by a high school student in the USA who studies computer science, networking, and information security as a hobbyist. The site hosts technical blog posts covering CCNP Security, homelab projects, GitOps, and cybersecurity topics, with no commercial offering.

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Tech Stack

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Elasticsearch

Benjamin Hays is profiled by Kustiq, an AI company intelligence platform for B2B teams. Similar profiles include Elastic, Haystack, and Frontend as a Service for composable commerce.

How Kustiq built this profile

Hybrid pipeline: deterministic verification + Claude reasoning

  • Live web rendering via Browserless headless Chrome, not a stale cached scrape.
  • Search intelligence via Serper API across {company site, LinkedIn, press, GitHub}.
  • Claude Sonnet 4.6 classifies vertical, segment, and growth signals; never used for facts.
  • 12-factor churn engine produces a deterministic risk score with zero LLM calls at scoring time.
  • SMTP RCPT TO handshake verifies every contact at delivery time on full profiles (paid plan).

Read the full methodology in our LLM-readable reference or compare against the deterministic-vs-AI framework.

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