Fluxoid AI founder Satoshi Kataoka joins as technology co-founder and chief technology officer
LISBON, Portugal–(Newsfile Corp. – November 12, 2025) – Vanka Inc., an operating system for building autonomous companies backed by notable investors including serial entrepreneur Tom Moss, GP Bullhound founding partner Per Roman, and James Kuffner, former co-founder and CEO of Woven by Toyota, today announced that Fluxoid AI, a pioneer in precision AI search systems and product-specific intelligence, announced the acquisition of Inc. As part of the acquisition, Satoshi Kataoka, co-founder and CEO of Fluxoid AI, will join Vanka as technology co-founder and CTO. Previously, Satoshi served as the technical lead for the high-profile Google Brain team, part of Google’s headquarters, where he was a co-inventor of one of Google’s famous moonshot projects. He then served as head of machine learning at Simple Things Inc., founded by Andy Rubin.
Visualization with cognitive AI systems. This is the conceptual structure of a pure proprietary ontology.
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This acquisition addresses a key challenge in AI-powered business automation: the need for precise search and domain-specific knowledge for all business types, from aviation to medical to defense applications. Fluxoid AI’s unique cognitive navigation-based multimodal search interface and Product Data AI technology powers Vanka’s ability to generate accurate, context-aware business documents, enabling accurate data-driven decision-making for customers.
why is this important
Vanka helps founders launch businesses in hours or days instead of weeks or months, with AI acting as a virtual co-founder. The founders start with an idea, and Vanka creates a set of strategies and execution plans, and handles 98% of the operations, from bookkeeping to marketing to customer support. But as AI-powered operations expand, accuracy becomes more important than ever.
”Beyond simple illusions, the core of the LLM problem is context drift. ” Satoshi Kataoka, Vanka’s incoming CTO, said: “Being persistently anchored to public data can confuse ‘what I know’ with ‘what I’m telling’ and prevent it from anchoring in a company’s specific knowledge stack. At Fluxoid AI, we’ve solved this problem by creating an AI that is trained precisely on product data, with fine-grained surgical updates and built-in anti-hallucination capabilities. That’s what it takes to deliver grade reliability at infinite scale.”
Fluxoid AI’s technology brings several important capabilities to Vanka.
Product specialization: AI models trained only on business-specific data eliminate contamination from irrelevant public knowledge
Granular updates: Ability to update specific knowledge chunks without retraining the entire model
Debugging hallucinations: Built-in system to detect and fix AI errors before they reach customers
Privacy-first architecture: Network sandboxing and data privacy controls for enterprise customers
leadership perspective
”The post-employment economy requires more than automation. It requires intelligence to understand the background, remember everything, and make few or no mistakes.says Vanka co-founder John Lagerling.Fluxoid AI’s accurate search was the missing piece in transforming Vanka from a platform to a trusted operating system. With Satoshi leading our technical vision, we are building better-than-human agents that grow with each founder’s business.”
“Vanka built a circuit board for autonomous business operations, but needed the right components to ensure all signals were clean and all connections were accurate.“Adds Vanka co-founder David Lee.”Satoshi has built just that with Fluxoid AI. This is a system that makes AI reliable enough to be trusted across the business. This acquisition is not just about technology, it’s about world-class talent. Satoshi’s vision for product-focused AI perfectly complements our mission to make entrepreneurship accessible to everyone.”
About technology
Fluxoid AI represents a fundamental rethinking of how AI interacts with complex documents. Rather than treating all information equally, we create an ontology that dynamically adapts through visual document navigation and multi-stage specialized neural networks. The system’s Product Data AI is trained solely on product-specific knowledge, allowing you to update individual knowledge chunks at a granular level without retraining the entire model. This architecture provides unparalleled domain knowledge across the enterprise stack while maintaining built-in hallucination detection to catch errors before they reach users.
This technology is seamlessly integrated with Vanka’s architecture, enhancing the platform’s ability to produce everything from financial statements to technical architecture documentation with unprecedented accuracy.
For the future
”We don’t just acquire technology. We welcome teams who share our belief that the future of work is creative, strategic and human.“Lee added.”By letting AI handle accurate search, documentation, and operational tasks with Fluxoid AI-level reliability, founders can stay strategically focused on the 2% of activities that impact 98% of their business.”
About Vanka Co., Ltd.
Vanka provides people with a fast path to setting up and running a business. Launch a complete business in hours instead of weeks. Reduce operating costs by 100x. AI handles 98% of all types of work. Vanka is an operating system for the post-employment economy. www.vanka.ai
About Fluxoid AI Co., Ltd.
Fluxoid AI is a pioneer in precision AI search systems designed for product-specific intelligence. The company’s Cognitive Agent System enables interactive communication with complex technical documents through intuitive navigation, unique Product Data AI, and enterprise-grade privacy controls.
david lee Co-founder of Vanka Inc. press@vanka.ai www.vanka.ai
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