Aeva Technologies, Inc. AEVA

Competitive advantage analysis · technology

Software & SaaS Specialized
Overall moat score
32/100
Developing

About Aeva Technologies, Inc.

Aeva Technologies, Inc. engages in the design, development, manufacture, and sale of LiDAR sensing systems, and related perception and autonomy-enabling software solutions in North America, Europe, the Middle East, Africa, and Asia. The company develops its products using frequency modulated continuous wave (FMCW) sensing technology. It offers Aeries II, a 4D LiDAR solution that consist of 4D LiDAR sensing system … Full AEVA analysis →

Competitive advantage assessment

Key strengths

  • FCF Margin Is Improving FCF trend is favorable (score 0.94), indicating improving cash scalability.
  • Flexible Liquidity Position Liquidity position is healthy (score 0.85), supporting balance sheet resilience.

Key risks

  • Margin Compression Risk Margin quality is below peer norms (score 0.09), suggesting pricing pressure.
  • Returns Trail Peers Return profile is weak (score 0.07), pointing to limited capital efficiency.

The dashed ring is the peer median. Defense scores are percentile ranks against peers, so 50 is roughly the typical company in this group.

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Pricing Power

Weak
10

Where AEVA ranks in Software - Infrastructure

Aeva Technologies, Inc. ranks #134 of 176 scored companies in Software - Infrastructure by moat score — the top 76%. The widest moat in the group is Palantir Technologies Inc. (PLTR) at 78/100.

Moat scores for companies ranked near AEVA in Software - Infrastructure
# Company Moat score Rating
130 Taoping Inc. TAOP 34/100 Developing
131 Bakkt Holdings, Inc. BKKT 33/100 Developing
132 Exodus Movement, Inc. EXOD 33/100 Developing
133 ZenaTech, Inc. ZENA 33/100 Developing
134 Aeva Technologies, Inc. AEVA 32/100 Developing
135 Aeva Technologies, Inc. Warrant AEVAW 32/100 Developing
136 Intrusion Inc. INTZ 32/100 Developing
137 Bridgeline Digital, Inc. BLIN 31/100 Developing
138 NextNav Inc. NN 31/100 Developing

See every Software & SaaS company ranked by moat score →

How AEVA scores on the Software & SaaS Specialized defenses

Pricing Power

Score 10 · 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 37 · 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 51 · 16% of the moat score

Software is competed away rather than depreciated, so a vendor that stops investing loses its category.

Cash Scalability

Score 43 · 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 47 · 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.

How each Software & SaaS Specialized defense is measured, in full →

Understanding AEVA's moat

What is Aeva Technologies, Inc.'s moat score?

Aeva Technologies, Inc. (AEVA) scores 32 out of 100 on the StatsAlpha Moat Map, which rates its competitive advantage as developing. It ranks #134 of 176 scored companies in Software - Infrastructure, the top 76%. The score is a weighted composite of 6 competitive defenses, each measured against industry peers of 175 companies in Software - Infrastructure. Its strongest defense is Innovation Engine (51/100) and its weakest is Pricing Power (10/100).

How does Aeva Technologies, Inc. compare with other Software - Infrastructure companies?

Aeva Technologies, Inc. ranks #134 of 176 scored companies in Software - Infrastructure by moat score. The widest moat in Software - Infrastructure is Palantir Technologies Inc. (PLTR) at 78/100. The companies ranked closest are ZenaTech, Inc. (ZENA) at 33 just above it and Aeva Technologies, Inc. Warrant (AEVAW) at 32 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 175 companies in Software - Infrastructure. The defenses are then weighted to produce the overall score out of 100.

Why is Aeva Technologies, 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 Aeva Technologies, Inc.?

The Software & SaaS Specialized template measures 6 defenses, and AEVA scores: Pricing Power (10), Recurring Revenue Stickiness (37), Innovation Engine (51), Cash Scalability (43), Capital Efficiency (13), Balance Sheet Resilience (47). 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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