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In-Vehicle Edge and Cloud AI at Scale

The Market Opportunity—and How OEMs Can Capture It

In-vehicle AI is entering a rapid growth phase. Frost & Sullivan projects the AI addressable market across key automotive use cases to grow from $43B in 2025 to over $238B by 2030.

The challenge isn’t identifying AI use cases—it’s scaling them across production vehicles, diverse ECUs, and global platforms without increasing cost or complexity.

This Frost & Sullivan white paper examines where the value is emerging and how automakers can operationalize AI at scale.

What You’ll Learn

  • Where in-vehicle AI delivers the highest impact
    Prognostics, sensor virtualization, battery health, cybersecurity, UBI, and AI companions—backed by market sizing and TAM analysis.
  • Why edge AI is critical for mass-market vehicles
    Lower latency, reduced cloud costs, stronger data privacy, and compatibility with widely deployed ECUs.
  • How OEMs can scale AI across vehicles
    Unified orchestration across data, models, deployment, optimization, and monitoring.
  • How Sonatus enables closed-loop vehicle intelligence
    Using an Observe–Analyze–Act model powered by Collector AI, AI Director, AI Technician, and Automator AI.

Real-World Use Case Examples Featured

The white paper includes key examples demonstrating how in-vehicle AI is being applied across key domains, including:

  • Tire load, wear, and remaining-life prediction
  • Virtual sensor implementations such as software-based headlight leveling
  • AI-driven battery health and safety diagnostics
  • Edge-based, generative AI cybersecurity for intrusion detection
  • Embedded, behavior-based usage-based insurance models.

How Sonatus Helps OEMs Capture This Opportunity

Sonatus enables scalable, production-ready AI through a closed-loop Observe–Analyze–Act model:

  • Collector AI – Policy-driven, event-triggered vehicle data
  • AI Director – Deploys and optimizes AI models across ECUs
  • AI Technician – AI-driven diagnostics and aftersales intelligence
  • Automator AI – Safely acts on AI insights with low-code orchestration

Download the White Paper In-Vehicle Edge and Cloud AI at Scale

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