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Guides Company Profile

URL: https://guides.lib.berkeley.edu/business-database-finder; Print Page. Login to LibApps. Subjects: Business. Tags: business · Report a ...

Industry: Education

Segment: Institution

Competitors: davidson.libguides.com

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

URL: https://guides.lib.berkeley.edu/business-database-finder; Print Page. Login to LibApps. Subjects: Business. Tags: business · Report a ...
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AI-verified profile

URL: https://guides.lib.berkeley.edu/business-database-finder; Print Page. Login to LibApps. Subjects: Business. Tags: business · Report a ...

Pricing

Public pricing page

AI Classification

EducationInstitution

UC Berkeley Library is the research library system of the University of California, Berkeley, providing students, faculty, and researchers access to academic databases, course guides, research tools, and scholarly resources via a LibGuides-powered platform.

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Competitors

davidson.libguides.com

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