Latest Insights
Deep-dive research on AI trends, market dynamics, and engineering software innovation. Published on Demystifying PLM.
Who Actually Buys From Industrial Software Startups?
Somebody finally counted the buy side. 2,223 verified customers, 2,967 purchases. 86.3% hold exactly one startup vendor, expansion is a cliff that starts at 10,000 employees, and 96.6% of the startups extending Siemens work in a category Siemens already sells.
What Actually Predicts Whether a Startup Gets Acquired — or Dies?
We scored 75 engineering-software startups across 7 dimensions, then separated the acquisitions from the bankruptcies. Growth Metrics is the #1 predictor — by a mile. Technology Differentiation? The weakest signal of all. Good tech is table stakes. It doesn’t predict survival.
Are the Incumbents Vulnerable? Follow the Acquisitions
The industrial-software incumbents just spent $6B+ buying AI-native startups. A layer-by-layer read of where Dassault, Siemens, PTC, Autodesk and Ansys are exposed.
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The Industrial-AI Land Grab: 5 Acquisitions in 9 Weeks
Five industrial-AI companies acquired in nine weeks — $5.7B+ disclosed. Where the consolidation is heading.
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The $1.57 Billion Shadow Ecosystem
Validation of direct contact with founders and analysis of where they are taking the market
Top 5 AI Trends Transforming Manufacturing in 2026
Authority about trends and major players in the Manufacturing space of Industrial AI startups
Top 5 AI Trends Transforming PLM and the Digital Thread in 2026
Authority about trends and major players in the PLM/MBSE/Digital thread space of Engineering startups
Top 5 AI Trends Transforming Engineering Simulation in 2026
Authority about trends and major players in the CAE/CFD/FEA/QC space of Simulation startups
5 Signals That Matter for Design Intelligence Right Now
Authority about trends and major players in the CAD space of engineering startups
Market Guides
Deep-dive answers to common questions about industrial AI and engineering software markets.
Browse the Startup Gallery
100+ industrial AI and engineering software startups — organized by investment thesis across CAD, PLM, simulation, robotics, and manufacturing.
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