LineWise, an artificial intelligence startup developing tools to help manufacturing teams reduce downtime and improve operational efficiency, has raised $1.1 million in pre-seed funding to accelerate the development of its AI-powered factory assistance platform. The round was led by A2D Ventures and Y Combinator, with participation from Exitfund, REMUS Capital, SBXi Fund, and Team Ignite Ventures. The funding will support LineWise as it expands its technology designed to capture industrial knowledge, guide frontline workers, and help manufacturers address production challenges.

Founded in 2025, LineWise is building an AI know-how companion for frontline industrial workers. The company’s platform is designed to help factory teams troubleshoot equipment issues, reduce production interruptions, and preserve the expertise of experienced operators. LineWise combines artificial intelligence with real-time guidance tools to provide workers with access to operational knowledge directly on the factory floor.

The company’s pre-seed financing marks an early milestone in its effort to modernize industrial operations through artificial intelligence. LineWise is focused on solving a major challenge facing manufacturers: the loss of experienced worker knowledge and the difficulty of transferring that expertise to new employees. As manufacturing companies face workforce shortages and increasing operational complexity, the startup aims to create systems that allow organizations to capture, organize, and share critical process knowledge.

LineWise’s platform uses AI to help workers diagnose problems and follow step-by-step troubleshooting guidance. The company’s technology is designed to learn from sources including operational videos, manuals, sensor data, and historical solutions, allowing it to build a digital knowledge base that can support workers during manufacturing processes.

The startup is targeting manufacturers that operate complex production lines where unexpected downtime can create significant costs. Factory teams often rely on highly experienced employees who understand the subtle causes of equipment failures and production issues. LineWise aims to convert that expertise into accessible digital knowledge that can be used by operators across shifts and locations.

The investment from A2D Ventures and Y Combinator provides LineWise with backing from investors focused on early-stage technology companies. Y Combinator, one of the world’s most recognized startup accelerators, selected LineWise for its X25 batch, supporting the company as it develops its artificial intelligence solution for industrial environments.

A2D Ventures participated as a lead investor in the company’s pre-seed round. The venture firm supports early-stage startups and joined the financing alongside other investors interested in artificial intelligence, manufacturing technology, and enterprise software.

Exitfund, REMUS Capital, SBXi Fund, and Team Ignite Ventures also participated in the round. Their involvement adds additional support as LineWise works to scale its AI-driven platform and expand its presence among industrial customers.

LineWise was founded by a team with experience across engineering, artificial intelligence, manufacturing, and technology operations. The company’s leadership includes CEO James Kujareevanich, CTO Zhichu Ren, CPO Wenbo Zhang, and COO Napon Tang-Aromsuk. The team combines backgrounds in engineering, AI research, product development, and operational scaling.

The company’s technology is designed around the concept of continuous learning in industrial environments. Rather than relying only on static manuals or traditional training programs, LineWise aims to create systems that continuously capture improvements, operator insights, and solutions discovered during daily manufacturing activities.

Manufacturers globally are increasingly adopting artificial intelligence to improve productivity, reduce waste, and address workforce challenges. LineWise is entering this market with a focus on the human side of industrial automation, providing AI tools intended to support workers rather than replace them.

The company’s approach also addresses the challenge of preserving “tribal knowledge,” the practical expertise held by experienced employees that is often difficult to document. By transforming this knowledge into AI-powered guidance, LineWise aims to help factories maintain operational consistency while accelerating employee training.

With its $1.1 million pre-seed investment from A2D Ventures, Y Combinator, Exitfund, REMUS Capital, SBXi Fund, and Team Ignite Ventures, LineWise plans to continue developing its AI-powered manufacturing platform. The company aims to help factories reduce downtime, improve worker productivity, and create smarter operational systems through artificial intelligence.

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