Company profile
Arnob
Read writing from Arnob on Medium. Programmer | Builder | Learner | Thinker
Live profile
Last verified 2 months ago
kustiq.com/company/arn-ob.medium.com · cite this page
Read writing from Arnob on Medium. Programmer | Builder | Learner | Thinker
AI Classification
OtherOther
Personal technical blog by an individual developer named Arnob, publishing infrastructure and DevOps tutorials covering Kubernetes, Nginx, and AWS services. Not a business entity — no products, services, or revenue model are present.
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Arnob is one of 3,021 B2B companies in the Kustiq directory.
How Kustiq built this profile
How this profile was built
- Live web rendering via Browserless headless Chrome, not a stale cached scrape.
- Search intelligence via Serper API across the company site, LinkedIn, press, and GitHub.
- Claude only picks the buckets. It never decides facts.
- 12-factor churn engine. Deterministic score, zero LLM at scoring time.
- SMTP RCPT TO handshake on 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.
Frequently asked questions
Is this profile actually verified, or just generated by AI?
The structured fields come from a hybrid pipeline. Facts (location, employee range, funding, tech stack) come from live web rendering plus Serper search across the company site, LinkedIn, press, and GitHub. Claude only picks the buckets: vertical, segment, growth signal. It never decides facts. Contact emails on full profiles pass an SMTP RCPT TO handshake at delivery time.
How is this different from a contact database?
What does "track this profile" do?
Tracking saves Arnob to your free dashboard, re-runs the pipeline every 24h, and alerts you when buying signals or pain signals change. Free with a signed-in account: 3 profiles a week, no card.
Can the profiled company remove this page?
Any company in the Kustiq directory can request removal at /trust#removal. Removed profiles return 410 Gone and stay out of search.
How fresh is the data?
Arnob was last verified 2 months ago. The page re-runs through ISR every 24h, and we run the SMTP handshake on contacts when you ask for them, not when we cached the row. The freshness card above the profile shows the exact relative date for the current visit.
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