EDGE AI ARCHITECTURE
Explains the role of NPUs within modern system‑on‑chip designs, and why dedicated AI hardware is increasingly favoured over CPUs and GPUs for inference workloads.
PERFORMANCE BENCHMARKING
Clarifies how AI performance is measured, including TOPS and tokens per second, and highlights why headline figures alone can be misleading without context.
DEVICE‑LEVEL ANALYSIS
Provides focused insight into smartphones, smartwatches and true wireless headphones, assessing how edge AI capabilities differ by form factor and use case.
VENDOR LANDSCAPE
Benchmarks NPU performance across leading SoC vendors, identifying where optimisation, efficiency and architectural choices drive competitive advantage.