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A green key on the record, left, is one Decision Insights added. It doesn't exist on the company's site or in a wire feed. The same key labels its row on the right, so you can match them directly. More on how DI enriches a record.

The record

This is what the machine sees: the exact JSON-LD an agent receives for this listing.

WebSite
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What we add

Graph

A glossary entry defines a term and stops there. It doesn't show where the term is actually being used or written about. We track and link every article that covers it.

BlogPosting Dell’Oro Group reports Ethernet data center switch revenue topped $8 billion NewsArticle Dell'Oro Group reports record data center switch revenue BlogPosting AI networking upgrades, GPU scalability partnerships, and CISA security advisories - Week of September 22, 2025 and 2 more on this page

The person who sent this agent gets an answer they can act on

Somebody dispatched this agent to evaluate Front-End for a real decision: a shortlist, a vendor comparison, a purchase. "Front-End makes X" isn't something they can act on; they need to know the claim is real and where it came from. Follow one enriched link from Act 2 and see what the agent can actually hand back to them:

  1. The record DefinedTerm Front-End
  2. One of its 5 linked records BlogPosting Dell’Oro Group reports Ethernet data center switch revenue topped $8 billion https://decisioninsights.ai/delloro-group-reports-ethernet-data-center-switch-revenue-topped-8-billion/
  3. The primary source CreativeWork delloro.com https://www.delloro.com/news/data-center-switch-market-doubled-in-three-years-hits-record-3q-2025/

Our summary is written by Decision Insights Record. The source keeps its own byline. Both are in the JSON.