Perplexity CEO Aravind Srinivas: People want to use their own local hardware

Watch on YouTube ↗  |  September 04, 2026 at 17:04  |  4:33  |  CNBC
Speakers
Arvind Srinivas — Co-founder and CEO, Perplexity
Kate Rooney — Technology Reporter

Summary

Perplexity CEO Aravind Srinivas discusses the company's push into local and hybrid AI compute, including a portable computer built with NVIDIA on DGX Spark and a model-routing system that shifts sensitive tasks to local hardware. He argues the industry needs hybrid cloud/local orchestration rather than a binary view on data-center overbuilding. Srinivas also highlights power permits and HBM/memory as key bottlenecks for scaling AI agents.

  • Perplexity launched a fully local AI implementation with NVIDIA on DGX Spark.
  • A second hybrid compute version routes privacy-sensitive tasks to local models and frontier tasks to cloud.
  • Srinivas says local models still trail frontier cloud models, so hybrid orchestration is the right approach.
  • Finance users show interest in air-gapped local AI deployments.
  • Data-center buildout bottlenecks include power permits and HBM/memory.
  • Srinivas argues tapping local power, compute, and memory will be needed to scale always-on AI agents.
Ideas
Arvind Srinivas Co-founder and CEO, Perplexity 1:52
NVIDIA local AI hardware gains traction.
Aravind says Perplexity launched a fully local and hybrid AI computer with NVIDIA, called Portable Computer on DGX Spark, and found strong interest from privacy-, cost-, and cybersecurity-sensitive finance users; this positions NVIDIA hardware for local/edge AI demand beyond centralized data centers.
Arvind Srinivas Co-founder and CEO, Perplexity 3:57
AI agents need more memory chips.
He argues that data-center buildouts alone cannot support billions of always-on AI agents because power permits and HBM/memory are bottlenecks; scaling inference will require tapping local compute and a lot more memory, tightening the AI semiconductor/memory supply chain.
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This CNBC video, published September 04, 2026, features Arvind Srinivas discussing NVDA, SMH. 2 trade ideas extracted by AI with direction and confidence scoring.

Speakers: Arvind Srinivas  · Tickers: NVDA, SMH