Aurora Innovation, Inc. engages in the self-driving technology business in the United States. It focuses on developing Aurora Driver, a platform that brings a suite of self-driving hardware, software, and data services together to adapt and interoperate various vehicle types and applications. The company was founded in 2017 and is headquartered in Pittsburgh, Pennsylvania.
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Competitive advantage assessment
Key strengths
Flexible Liquidity PositionLiquidity position is healthy (score 0.95), supporting balance sheet resilience.
Where AUR ranks in Information Technology Services
Aurora Innovation, Inc. ranks #74 of 78
scored companies in Information Technology Services by moat score — the top 95%.
The widest moat in the group is Mastercard Incorporated (MA)
at 84/100.
Moat scores for companies ranked near AUR in Information Technology Services
How AUR scores on the Software & SaaS Specialized defenses
Pricing Power
Score 1
· 20% of the moat score
In software, pricing power is visible in gross margin: a vendor that has to discount in order to renew gives it up first.
Recurring Revenue Stickiness
Score 9
· 18% of the moat score
Recurring revenue is the model's central claim, and it is a moat only when customers renew and expand without being re-sold each year.
Innovation Engine
Score 2
· 16% of the moat score
Software is competed away rather than depreciated, so a vendor that stops investing loses its category.
Cash Scalability
Score 1
· 18% of the moat score
The test of a software business is whether growth eventually stops consuming cash.
Capital Efficiency
Score 13
· 16% of the moat score
A software platform employs very little capital, so a genuine franchise should produce high returns on it without leverage.
Balance Sheet Resilience
Score 58
· 12% of the moat score
Software companies fund years of customer acquisition before those customers pay back, which makes access to capital a strategic variable rather than a treasury detail.
Aurora Innovation, Inc. (AUR) scores 12 out of 100 on the StatsAlpha Moat Map, which rates its competitive advantage as weak. It ranks #74 of 78 scored companies in Information Technology Services, the top 95%. The score is a weighted composite of 6 competitive defenses, each measured against industry peers of 77 companies in Information Technology Services. Its strongest defense is Balance Sheet Resilience (58/100) and its weakest is Pricing Power (1/100).
How does Aurora Innovation, Inc. compare with other Information Technology Services companies?
Aurora Innovation, Inc. ranks #74 of 78 scored companies in Information Technology Services by moat score. The widest moat in Information Technology Services is Mastercard Incorporated (MA) at 84/100. The companies ranked closest are Trident Digital Tech Holdings L (TDTH) at 14 just above it and Aurora Innovation, Inc. (AUROW) at 12 just below it.
How is the moat score calculated?
Each company is scored with an industry-specific template — Software & SaaS Specialized in this case, chosen because the defenses that matter to a bank are not the ones that matter to a software company. Every defense combines several financial signals, and each signal is measured as a percentile against a peer group of 77 companies in Information Technology Services. The defenses are then weighted to produce the overall score out of 100.
Why is Aurora Innovation, Inc. scored with the Software & SaaS Specialized template?
Software costs almost nothing to reproduce, so the entire economic question is whether customers keep paying. Revenue is a subscription rather than a sale, the cost of winning a customer is paid years before that customer becomes profitable, and margins arrive only if renewals hold. The Software & SaaS template scores retention, reinvestment, and the point at which growth turns into cash.
Which competitive defenses are measured for Aurora Innovation, Inc.?
The Software & SaaS Specialized template measures 6 defenses, and AUR scores: Pricing Power (1), Recurring Revenue Stickiness (9), Innovation Engine (2), Cash Scalability (1), Capital Efficiency (13), Balance Sheet Resilience (58). Each is scored independently as a percentile against peers, so a company can be strong on one and weak on another — the overall score reflects how those defenses are weighted for this industry.
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