Edge AI Hardware Landscape: Key Themes & Takeaways from embedded world 2025 and Beyond

Price: Starting at USD 1,950

Publish Date: 01 Apr 2025

Code: PT-6029

Research Type: Presentation

Pages: 14

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Actionable Benefits

Actionable Benefits

Key verticals for vendors addressing the long tail opportunity.
Recommendations for Artificial Intelligence (AI) hardware vendors operating at the low-end sensor market.
Broader opportunities and challenges for edge AI vendors.

Research Highlights

Research Highlights

Key takeaways from embedded world 2025.
Charts representing the low-hanging fruit, e.g., near-term Total Addressable Market (TAM) versus the ease of integration.
Locating offerings by power budget.

Critical Questions Answered

Critical Questions Answered

How does fragmentation in edge AI offer opportunities to silicon vendors?
What is happening at the far-edge (low-end) space?
What are standout vendors doing to differentiate?

Who Should Read This?

Who Should Read This?

Product and marketing executives at (far) edge AI vendors.
Investors gauging the current state of the (far) edge AI market.
AI vendors assessing the current state of the low-end market.

Table of Contents

Key Market Updates

Major Chipset Shipment Forecasts in Embedded Devices

Edge AI Fragmentation

Power Budget Mapping

In the Spotlight: Ultra-Low Power & Sensor-Level Intelligence

Unique Approaches

Enablement and Addressing the Long-Tail Opportunity

Finding the Sweet Spot: Near-Term TAM Versus Ease of Integration

Another Sweet Spot: Near-Term CAGR Versus Ease of Integration

In the Spotlight: Ultra-Low Power & Sensor-Level Intelligence

Product Market Fit: A Struggle Across the Edge AI Ecosystem