Instrumental

Canvas Category Software : Operational Technology : Quality Assurance

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Primary Location Palo Alto, California, United States

Financial Status VC; BAM Elevate, First Round Capital, Eclipse Ventures

Manufacturing is the largest industry in the world and 20% of every dollar spent is wasted. The waste comes from mistakes, experiments, scrap, rework, and field failures. While this has long been accepted as the cost of building, Instrumental believes teams can build better. Started by two ex-Apple mechanical engineers who spent years on the factory floor, Instrumental provides cutting-edge technology that enables engineers to not just stop problems at the end of the line, but to fix them up stream. Instrumental is used by the world’s most admired brands in consumer and industrial electronics electronics, appliances, and apparel.

Assembly Line

Robotics offers route for US manufacturing renaissance

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✍️ Author: Patrick McGee

🏢 Organizations: Eclipse Ventures, Agility Robotics, Instrumental, Fictiv, VulcanForms


“The US is not going to build the same type of manufacturing China has built for the last four decades,” says Lior Susan, partner at Eclipse Ventures, which backs physical industries at the forefront of what it describes as the next industrial revolution. Venture capital, however, still flows overwhelmingly into software, IT and cloud infrastructure, and fintech, rather than heavy-duty machinery and automation. According to advisers EY, just 2 per cent of $44bn raised by VCs in the first quarter of 2023 went to industrials.

Read more at Financial Times

Instrumental joins Siemens Dynamo Program and will complement Siemens’ Teamcenter Quality offering with AI Capabilities

📅 Date:

🔖 Topics: Partnership

🏢 Organizations: Instrumental, Siemens


Instrumental, the leading AI-powered manufacturing quality platform, is excited to announce its official collaboration with Siemens through the Siemens Dynamo program, an open innovation program serving as a commercialization vehicle for start-up companies with Siemens, its customers and partners.

In the scope of the collaboration, Instrumental will integrate its cloud-based manufacturing AI platform with Siemens’ Teamcenter® Quality software from the Siemens Xcelerator portfolio. This combination will enable engineers leveraging Instrumental’s AI-powered insights to streamline problem-solving processes in Teamcenter Quality (e.g., 8D, Corrective and preventive action – CAPA). The Siemens closed loop quality approach, empowered by AI capabilities, extends the conventional quality cycle by connecting all data along the product lifecycle.

Read more at Instrumental News

Why The U.S. Fell Behind In Phone Manufacturing

The Future of Manufacturing: Data as Infrastructure

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✍️ Author: Anna-Katrina Shedletsky

🏢 Organizations: Instrumental


Modern manufacturers are deeply understanding that data is the critical infrastructure that will continue to transform their entire manufacturing process. Fifteen years ago, software engineers had a similar problem: they had to spend hours manually collating data across many servers and applications to get insight into their product performance. Today, software engineers have data infrastructure that enables them to immediately see a server is down or that an application is underperforming – and this is often some of the first tooling new organizations put into place.

While software engineering has embraced and operationalized data, manufacturing is still trying to harness the massive amount of data produced in building new products, while struggling to put it to use. A recent Instrumental survey found that 63 percent of engineers are still relying on manually compiled reports from factory partners to know what’s going on in their factories and that 2 in 3 aren’t satisfied with the access they have to their manufacturing data. There’s a clear demand and need for better data tools that give access to critical data.

Read more at Instrumental Resources

Instrumental Secures $50m In Series C Funding To Expand Manufacturing Optimization Solutions

📅 Date:

🔖 Topics: funding event

🏢 Organizations: Instrumental


Instrumental Inc., the leader in manufacturing optimization software, today announced it closed $50 million in Series C financing, led by BAM Elevate, with Canaan, Root Ventures and Eclipse Ventures as return investors. Instrumental Inc. will use the funds to expand research and development for new products and make critical hires in engineering and go-to-market teams.

Read more at PR Newswire

Industry 4.0 Solves The Billion-Dollar Misalignment Problem In Electronics Supply Chain

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✍️ Author: Anna-Katrina Shedletsky

🏭 Vertical: Computer and Electronic

🏢 Organizations: Instrumental


Electronics manufacturing loses billions of dollars every year due to misaligned incentives within the supply chain. These misalignments fester under the surface leading to suboptimal results: lower margins, late shipments, and lower trust relationships with suppliers.

But the most visionary supply chain and manufacturing leaders are realizing that Industry 4.0 and Smart Manufacturing technologies, traditionally billed as increasing productivity and increasing Overall Equipment Effectiveness (OEE) are a secret weapon they can use to drive cultural change that corrects these misalignments. They are pushing these technologies to do double-duty: driving both the core efficiency improvements and setting a new culture around them. By reevaluating the misaligned incentives that have developed in their supply chains over decades, these leaders are breaking the mold, empowering their employees, and driving results that are saving their companies tens of millions of dollars or more each year.

Read more at Forbes

Instrumental Inc. raises $20M to close the loop on $1 Trillion of economic waste in electronics manufacturing

📅 Date:

🔖 Topics: funding event

🏢 Organizations: Instrumental, Eclipse Ventures


Instrumental Inc., creator of the manufacturing optimization software category, has secured $20 million in Series B financing to accelerate development of its manufacturing optimization platform. This first-of-its-kind solution enables hardware teams to accelerate time to market, reduce rework, derisk ramp, and increase yields by providing unprecedented real time remote visibility into assembly and product data.

Read more at Instrumental Resources