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Product Management Improvement Question: Redesigning Aurora's autonomous vehicle sensor suite for cost and performance optimization

Asked at Aurora

25 mins

In what ways can Aurora redesign its sensor suite to reduce costs while maintaining or improving performance?

Product Improvement Hard Member-only
Strategic Thinking Technical Knowledge Cost-Benefit Analysis Autonomous Vehicles Automotive Technology
Product Improvement Autonomous Vehicles Cost Optimization Sensor Technology Performance Enhancement

Introduction

Aurora's sensor suite redesign presents a critical opportunity to optimize costs while maintaining or enhancing performance. This challenge sits at the intersection of technological innovation, cost efficiency, and safety considerations in the autonomous vehicle industry. I'll approach this by examining our current sensor configuration, exploring emerging technologies, and proposing strategic redesigns that balance cost reduction with performance improvements.

Step 1

Clarifying Questions (5 mins)

  • Looking at Aurora's position in the autonomous vehicle market, I'm thinking about the specific performance benchmarks we're targeting. Could you share our current key performance indicators (KPIs) for the sensor suite, particularly in areas like object detection range, accuracy, and reliability under various weather conditions?

Why it matters: Determines our baseline and helps set clear targets for the redesign. Expected answer: Specific metrics for detection range, accuracy percentages, and performance in challenging environments. Impact on approach: Would focus on maintaining or exceeding these benchmarks while identifying cost-saving opportunities.

  • Considering the rapid advancements in sensor technology, I'm curious about our current sensor mix. Can you provide an overview of the types and quantities of sensors we're currently using (e.g., LiDAR, radar, cameras) and their respective costs?

Why it matters: Helps identify which sensors are the most expensive and where we might find cost-saving opportunities. Expected answer: Breakdown of sensor types, quantities, and associated costs. Impact on approach: Would guide prioritization of which sensors to focus on for cost reduction or replacement.

  • Given the critical nature of safety in autonomous vehicles, I'm wondering about our regulatory compliance requirements. What are the current and anticipated future regulatory standards we need to meet with our sensor suite?

Why it matters: Ensures any redesign maintains or improves our compliance with safety regulations. Expected answer: Overview of current standards and anticipated changes in key markets. Impact on approach: Would set non-negotiable performance baselines and potentially identify areas where over-engineering could be reduced.

  • Thinking about the broader ecosystem, I'm interested in our supply chain and manufacturing processes. How integrated is our current sensor production, and what opportunities exist for vertical integration or strategic partnerships?

Why it matters: Identifies potential for cost savings beyond just component selection. Expected answer: Overview of current manufacturing processes and key supplier relationships. Impact on approach: Could open up avenues for cost reduction through process optimization or strategic partnerships.

Tip

At this point, I'd like to take a 1-minute break to organize my thoughts before diving into the next step.

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