Argonos Launches to Bring Business Knowledge, Context, and Control to Operational AI for Regulated Industries

Argonos puts company knowledge to work for both people and AI agents, giving teams tools for their highest-value work while maintaining security and control

NEW YORK, Nov. 10, 2026 — Argonos, a ChapsVision company, today launched a comprehensive operational AI platform for manufacturing, aerospace, life sciences, energy, and financial services, where being almost right is still wrong. 

Built on technology ChapsVision developed for government intelligence agencies, Argonos lets companies ground AI in their own knowledge, systems, and policies, so engineers, scientists, and AI agents can find and use what the company already knows. It adds business ontologies, agentic orchestration, and governance to the Sinequa enterprise search engine, so companies can build informed agents, set guardrails, and track what those agents do. Argonos customer tests have reported a 400 percent improvement in AI answer quality, 15 percent faster time to market, reduced duplication of work, and access to historical employee knowledge that would have been lost. 

Argonos is built for mission-critical work, including engineering, quality, regulatory and compliance teams. It connects to the systems of record where that work lives and builds a semantic layer that maps how products, processes, and decisions fit together, for people and AI agents alike. The aim is less time searching and repeating work, and more time solving problems and making decisions backed by evidence.

"We built Argonos so people and AI agents can best capitalize on what their company already knows," said Jeff Evernham, Head of Innovation of Argonos Americas. "When people can fully leverage all of the knowledge and expertise across their entire organization, they can explore new ideas, tackle harder problems, and pursue opportunities never before possible. Argonos gives AI that same context, so the answers and actions it produces are accurate, reliable, and trustworthy for the work that matters most." 

At the core of Argonos is Sinequa, which securely and at scale informs people and AI agents with enterprise knowledge across systems. Not just everyday documents and shared repositories, but also the specialized engineering records, designs, regulatory files, and safety data tucked away in business-critical systems of record. By connecting this information and the relationships between it, Argonos helps people and agents accomplish mission-critical work: accelerating innovation, improving quality, and ensuring compliance. 

Cummins' customer case study describes how Sinequa by Argonos gives engineers cited answers grounded in internal product data, engineering standards, and technical history. The deployment provides a concrete example of the knowledge foundation enterprise AI depends on.

For global enterprises, control over deployment choice is also critical. Argonos supports any cloud, private cloud, on-premises, or even air-gapped deployment, allowing the knowledge platform to run within a company's own environment while the company chooses which model services it connects to. This flexibility can help organizations extend AI across operations with different cybersecurity requirements and approved technology policies, subject to local requirements. 

"For AI to be useful at Cummins, it needs context about how our company operates," said Oliver Scott Beard, Principal Technical Architect, AI Systems, Cummins. "An intelligent knowledge platform provides that foundation. On-premises deployment is an important cybersecurity benefit, giving global companies more control over how they connect their knowledge to AI and where they can put it to work."

Argonos pairs industry-leading search and retrieval strength with agentic orchestration, governance, and control, so its customers can decide what AI can see and do. It enforces data permissions for every person and every agent, sets policies on what AI may and may not do, shows agent activity as it happens, keeps audit trails so each action can be explained, and tracks AI cost and model use in one place.

"Companies need the confidence to leverage AI with clear limits on its authority," said Brian Kirk, General Manager, Argonos Americas. "Argonos is now architected to let businesses define what people and agents can access, what agents can do, and what they can spend, with a record of their actions. That control gives teams a practical path to put AI to work on bigger challenges while keeping the company in charge."

Argonos launches its platform today in North America, DACH, Africa, and Asia, with customers that include Cummins Inc., Blue Origin Enterprises, and ExxonMobil. Their work spans manufacturing, aerospace, and energy, where access to company knowledge and control over AI deployment are central to operations.

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SOURCE Argonos