Knowledge graphs webinar push
A New Stack webinar promoted using IT knowledge graphs to link tools, surface dependencies and reduce outages, projecting large sector spend on such systems and positioning them as a way to cut manual operations. The promo framed knowledge graphs as a way to connect documentation to operational ROI and reduce single‑person failure modes (x.com).
A knowledge graph is a map of how systems, services and people connect, and The New Stack is using that idea to sell an April 28 webinar on cutting manual IT work. (thenewstack.io) The webinar page says companies still rely on humans to piece together alerts, documents and service context when incidents hit, even after years of spending on observability tools and operations staff. It is scheduled for April 28, 2026, at 10 a.m. Pacific, and features BigPanda chief executive Assaf Resnick and vice president of product marketing Adam Blau. (thenewstack.io) The pitch is simple: put machine data, internal documentation and operational know-how into one connected model so software can trace dependencies faster than a person clicking across dashboards. The New Stack says that kind of “IT Knowledge Graph” can reduce blind spots, speed incident response and cut escalations without adding headcount. (thenewstack.io) The sales numbers in the promotion are large. The webinar page says manual, context-heavy IT operations cost the industry $250 billion a year, and it says organizations using this approach are seeing 430 percent return on investment, $13.6 million in labor savings and a 36 percent reduction in outages. (thenewstack.io) Those claims land as companies keep raising technology budgets. Gartner said in October 2025 that worldwide information technology spending would reach $6.08 trillion in 2026, up 9.8 percent from 2025, with software spending projected to grow 15.2 percent. (gartner.com) The New Stack has been leaning into that operations-and-efficiency theme across its webinar business. Its April 2026 lineup also includes sessions on Kubernetes “operational heroics,” developer-led observability on April 16, and internal developer portals on April 23, all framed around reducing firefighting and manual handoffs. (thenewstack.io) BigPanda’s own marketing gives a clue to where the webinar numbers come from. The company says its customers average $2.85 million in annual benefits and a 430 percent return on investment, while a separate infographic lists savings of up to $13.3 million in labor costs and up to $13.6 million in ticket-volume costs. (bigpanda.io) That does not make every figure in the webinar promotion directly comparable. The New Stack page ties the $13.6 million number to labor savings, while BigPanda’s business value material ties $13.6 million to ticket-volume savings and $13.3 million to avoided manual labor costs. (thenewstack.io) (bigpanda.io) Vendors across enterprise software are making the same broader argument: artificial intelligence systems need context, not just raw data. Atlassian, for example, is promoting its own knowledge-graph webinar by saying artificial intelligence often fails to produce business impact when it lacks a model of how work actually gets done. (atlassian.com) The webinar push, then, is less about a new category appearing overnight than about an old operations problem getting a new artificial intelligence wrapper. The promise is that fewer outages will depend on the one engineer who remembers how everything fits together. (thenewstack.io)
