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Guides Company Profile

Reports include business description, company history, products ... URL: https://guides.library.ucla.edu/business-for-engineers; Print ...

Industry: Education

Segment: Institution

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

Guides

Reports include business description, company history, products ... URL: https://guides.library.ucla.edu/business-for-engineers; Print ...
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AI-verified profile

Reports include business description, company history, products ... URL: https://guides.library.ucla.edu/business-for-engineers; Print ...

Pricing

Public pricing page

AI Classification

EducationInstitution

UCLA Library Research Guides is the online research portal for the University of California, Los Angeles library system, providing subject guides, course guides, database listings, and research tools compiled by UCLA librarians for students and faculty. It operates as a library service subdomain of one of the largest public research universities in the United States.

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Guides is profiled by Kustiq, an AI company intelligence platform for B2B teams. Guides is one of 91 institution companies in our Education directory.

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.

Part of 3,020 AI-profiled B2B companies. Browse the full directory