AEye, Inc. LIDR

Competitive advantage analysis · technology

Software & SaaS Specialized
Overall moat score
15/100
Weak

Ranked against 175 peers in Software - Infrastructure

About AEye, Inc.

AEye, Inc., together with its subsidiaries, provides lidar systems for vehicle autonomy, advanced driver-assistance systems, and robotic vision applications in the United States, Europe, and the Asia Pacific. The company offers 4Sight Intelligent Sensing Platform, a solid-state software definable active lidar sensor with an adaptive sensing SmartScan architecture to scan dynamic scenes/targets, and a signal processing capability that provides measurements … Full LIDR analysis →

Key strengths

  • Flexible Liquidity Position Liquidity position is healthy (score 0.94), supporting balance sheet resilience.

Key risks

  • Margin Compression Risk Margin quality is below peer norms (score 0.01), suggesting pricing pressure.
  • Weak Cash Conversion Cash conversion is weak (score 0.01), limiting evidence of scalable cash generation.

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
4
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Signals, strengths and risks for Pricing Power

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Signals, strengths and risks for Recurring Revenue Stickiness

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Signals, strengths and risks for Innovation Engine

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Signals, strengths and risks for Cash Scalability

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Signals, strengths and risks for Capital Efficiency

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Signals, strengths and risks for Balance Sheet Resilience

Where LIDR ranks in Software - Infrastructure

AEye, Inc. ranks #163 of 176 scored companies in Software - Infrastructure by moat score — the top 93%. The widest moat in the group is Palantir Technologies Inc. (PLTR) at 78/100.

# Company Moat score Rating
159 The OLB Group, Inc. OLB 20/100 Weak
160 Ryvyl Inc. RVYL 16/100 Weak
161 Arbe Robotics Ltd. Warrant ARBEW 16/100 Weak
162 Arbe Robotics Ltd. ARBE 16/100 Weak
163 AEye, Inc. LIDR 15/100 Weak
164 CF Finance Acquisition Corp. II LIDRW 15/100 Weak
165 AvidXchange Holdings, Inc. AVDX 0/100 Weak
166 Couchbase, Inc. BASE 0/100 Weak
167 DigiAsia Corp. FAASW 0/100 Weak

See every Software & SaaS company ranked by moat score →

How LIDR scores on the Software & SaaS Specialized defenses

Pricing Power

Score 4 · 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 12 · 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 15 · 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 17 · 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 54 · 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 LIDR's moat

What is AEye, Inc.'s moat score?

AEye, Inc. (LIDR) scores 15 out of 100 on the StatsAlpha Moat Map, which rates its competitive advantage as weak. It ranks #163 of 176 scored companies in Software - Infrastructure, the top 93%. 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 Balance Sheet Resilience (54/100) and its weakest is Cash Scalability (1/100).

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

AEye, Inc. ranks #163 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 Arbe Robotics Ltd. (ARBE) at 16 just above it and CF Finance Acquisition Corp. II (LIDRW) at 15 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 AEye, 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 AEye, Inc.?

The Software & SaaS Specialized template measures 6 defenses, and LIDR scores: Pricing Power (4), Recurring Revenue Stickiness (12), Innovation Engine (15), Cash Scalability (1), Capital Efficiency (17), Balance Sheet Resilience (54). 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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