AUR vs LIDR vs MBLY vs LAZR

For growth investors, AEye, Inc.

(LIDR) is the stronger pick with 15. 3% revenue growth year-over-year, versus 8. 0% for Luminar Technologies, Inc. (LAZR). Analysts rate Aurora Innovation, Inc. (AUR) a "Buy" — based on 7 analyst ratings — the highest consensus in this comparison. The "better buy" depends entirely on your goals: growth investors should weight revenue trajectory, value investors should weight P/E and PEG, and income investors should weight dividend yield and streak.

Over the past 5 years, Aurora Innovation, Inc.

(AUR) delivered a total return of -28. 6%, compared to -100. 0% for Luminar Technologies, Inc. (LAZR). Over 10 years, the gap is even starker: AUR returned -28. 6% versus LAZR's -100. 0%. Past returns do not guarantee future results, and the stock with the higher historical return may already have its best growth priced in.

By beta (market sensitivity over 5 years), Mobileye Global Inc.

(MBLY) is the lower-risk stock at 1. 80β versus Aurora Innovation, Inc. 's 2. 66β — meaning AUR is approximately 48% more volatile than MBLY relative to the S&P 500. On balance sheet safety, AEye, Inc. (LIDR) carries a lower debt/equity ratio of 0% versus 7% for Aurora Innovation, Inc. — giving it more financial flexibility in a downturn.

By revenue growth (latest reported year), AEye, Inc.

(LIDR) is pulling ahead at 15. 3% versus 8. 0% for Luminar Technologies, Inc. (LAZR). On earnings-per-share growth, the picture is similar: Mobileye Global Inc. grew EPS 87. 4% year-over-year, compared to -226. 7% for AEye, Inc.. Over a 3-year CAGR, LAZR leads at 33. 1% annualised revenue growth. Higher growth typically commands a higher valuation multiple — check whether the premium P/E or P/S is justified by the growth rate using the PEG ratio.

Mobileye Global Inc.

(MBLY) is the more profitable company, earning -20. 7% net margin versus -272. 0% for Aurora Innovation, Inc. — meaning it keeps -20. 7% of every revenue dollar as bottom-line profit. Operating margin tells a similar story: MBLY leads at -23. 2% versus -300. 3% for AUR. At the gross margin level — before operating expenses — MBLY leads at 47. 7%, reflecting greater pricing power or product mix advantage. Stronger margins indicate durable pricing power, lower cost of revenue, or higher mix of software/services. They are one of the clearest signs of business quality.

Analyst consensus price targets imply the most upside for LIDR: 534.

9% to $12. 00.

None of the stocks in this comparison currently pay a material dividend.

All are effectively zero-yield and should be held for capital appreciation rather than income.

For long-horizon retirement investors, Mobileye Global Inc.

(MBLY) is the stronger choice — it scores higher on the combination of lower volatility, dividend reliability, and long-term compounding. Luminar Technologies, Inc. (LAZR) carries a higher beta of 2. 40 — meaning larger drawdowns in market downturns, which matters significantly when you cannot wait years for a recovery. Both have compounded well over 10 years (MBLY: -69. 4%, LAZR: -100. 0%), confirming both are viable long-term holds — but the lower-volatility option typically results in less emotional selling during corrections. Retirement portfolios generally favour predictability over maximum returns. Consult a financial advisor before making allocation decisions.

These companies operate in different sectors (AUR (Technology) and LIDR (Consumer Cyclical) and MBLY (Consumer Cyclical) and LAZR (Consumer Cyclical)), which means they face different economic cycles, regulatory environments, and macro sensitivities — making direct comparison nuanced.

In terms of investment character: AUR is a mid-cap quality compounder stock; LIDR is a small-cap high-growth stock; MBLY is a small-cap quality compounder stock; LAZR is a small-cap quality compounder stock. These fundamental differences mean investors should not choose between them on a single metric — the "better stock" depends entirely on which of these characteristics aligns with your investment strategy.