TinyML AI Chipset Shipments to Hit 4.1B by 2031, Driven by Industrial IoT
Event summary
- TinyML AI chipset shipments (excluding personal/work devices) to grow at 37% CAGR, reaching 4.1B units by 2031.
- Related revenue expected to exceed $7.8B by 2031.
- MCUs lead the TinyML segment, while NPUs grow fastest at 90% CAGR.
- Europe and North America to grow at 17% and 16% CAGRs respectively, with Asia-Pacific at 18% CAGR.
- Premium smartphones more resilient than medium/low-priced ones due to higher DRAM prices.
The big picture
The TinyML AI chipset market is maturing rapidly, with embedded AI shifting from experimentation to scaled deployment, particularly in industrial IoT. The market is fragmented but vendors that can align silicon roadmaps with deployment realities will gain competitive advantage. The shift towards architectural fit over raw compute power is creating opportunities for both established leaders and specialist challengers.
What we're watching
- Architectural Fit
- How vendors balance performance, power efficiency, and developer accessibility will determine market leadership.
- Regional Dynamics
- Whether Asia-Pacific can sustain its faster growth rate compared to Europe and North America.
- Heterogeneous SoCs
- The pace at which heterogeneous SoC architectures gain share across devices.
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