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olivLaw · US equity research

Aurora Innovation, Inc. AUR

Services-Computer Integrated Systems Design · SIC 7373 · Vertical: Services-Computer Integrated Systems Design (SIC 7373)

4.08USD−4.45% · 1 dayClose 04 Nov 2026

Aurora Innovation develops the Aurora Driver self-driving system, starting with highway freight and later targeting passenger ride-hailing and local goods delivery. The company is now at the start of its commercial scaling phase, with a net loss of $816 million in fiscal 2025 and revenue of $2 million in the second quarter of 2026.

The AI analysis may be outdated: new filings came after its sources (see the «AI analysis» section).

At the close of 04 Nov 2026, Aurora Innovation, Inc. (AUR) stock was 4.08 USD (−4.45% on the day), with market capitalisation 2.6 bn USD, beta 2.59, 52-week range 3.77–8.40 USD. Latest reported quarter (Q3 2026): revenue of 3.0 m USD (+200.0% YoY), net income of -234.0 m USD, diluted EPS -0.12 USD.

Data as of · AI analysis dated · Source: SEC filings and closing prices, computed by olivLaw.

Market cap
2.6 bn USD
shares as of 03 Nov 2021
P/E (TTM)
unavailable
Diluted EPS TTM -0.48 · TTM to 30 Sept 2026
E/P (TTM)
-11.68%
TTM to 30 Sept 2026
Dividend yield
unavailable
Beta (2y)
2.59
Volatility (1y) 68%
52-week range
3.778.40

Price history

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Technical reading

RSI (14)
27.8
oversold (≤ 30)
Bollinger (20, 2)
3.97 – 5.92
in the lower half of the band · %B 0.06 · band width 39.4%
SMA 50 / 200
5.59 / 5.62
downtrend (price < SMA50 < SMA200)
MACD (12, 26, 9)
-0.40 / -0.33
MACD below signal

Indicators describe past prices; on their own they do not predict direction. On our history the RSI ≤ 40 filter added no return (see the signals methodology).

Performance

CompanyS&P 500vs S&P 500Vertical median
1 month−29.0%−1.1%−27.9 pp—
3 months−39.0%−0.5%−38.6 pp—
6 months−43.9%+4.4%−48.3 pp—
Year to date+6.3%+12.3%−6.1 pp—
1 year−9.0%+13.5%−22.6 pp−34.8%
3 years+103.0%+76.4%+26.6 pp−15.9%
5 years−59.2%+63.7%−122.8 pp—
Max drawdown (1y)
−51.4%
13 May 2026 → 04 Nov 2026
Max drawdown (5y)
−93.3%
19 Nov 2021 → 27 Dec 2022
Compound annual growth (5y)
−16.4%
S&P 500 +10.4%

Price returns, dividends excluded.

Quarterly results

Latest quarter: Q3 2026 · 30 Sept 2026

Revenue
3.0 m USD
+200.0% YoY
Net income
-234.0 m USD
unavailable YoY
Diluted EPS
-0.12
unavailable YoY
net / operating
-7,800.0% / -8,566.7%

Quarterly margins

Quarterly statements · USD

Fiscal yearQ4 '24Q1 '25Q2 '25Q3 '25Q4 '25Q1 '26Q2 '26Q3 '26
Revenue001.0 m1.0 m1.0 m1.0 m2.0 m3.0 m
Cost of revenue005.0 m6.0 m6.0 m6.0 m7.0 m8.0 m
Research & development171.0 m182.0 m190.0 m179.0 m194.0 m195.0 m211.0 m203.0 m
SG&A28.0 m29.0 m36.0 m38.0 m39.0 m44.0 m50.0 m49.0 m
Operating income-199.0 m-211.0 m-230.0 m-222.0 m-238.0 m-244.0 m-266.0 m-257.0 m
Depreciation & amortisation6.0 m6.0 m5.0 m ≈6.0 m ≈13.0 m6.0 m6.0 m ≈6.0 m ≈
Pre-tax income-193.0 m-208.0 m-201.0 m-201.0 m-206.0 m-223.0 m-270.0 m-234.0 m
Income tax00000000
Net income-193.0 m-208.0 m-201.0 m-201.0 m-206.0 m-223.0 m-270.0 m-234.0 m
Diluted EPS-0.11 ≈-0.12-0.11-0.11-0.11 ≈-0.11-0.14-0.12
Operating cash flow-142.0 m-142.0 m-144.0 m ≈-149.0 m ≈-146.0 m-159.0 m-225.0 m ≈-170.0 m ≈
Capex8.0 m8.0 m7.0 m ≈8.0 m ≈8.0 m25.0 m31.0 m ≈36.0 m ≈

≈ derived quarter (cumulative difference / share-days average)

E/P over time

E/P = trailing-12-month diluted EPS / price at quarter end. E/P is the inverse of P/E and stays defined when earnings are negative.

Fiscal years

Fiscal year2019202020212022⚠ 202320242025
Revenue19.6 m082.0 m68.0 m003.0 m
Revenue YoYunavailable−100.0%unavailable−17.1%—unavailableunavailable
Net income-94.1 m-214.0 m-755.0 m-1.7 bn-796.0 m-748.0 m-816.0 m
Net income YoYunavailableunavailableunavailableunavailable—unavailableunavailable
Diluted EPS-0.37-0.79-1.22-1.51-0.60-0.46-0.44
Diluted EPS YoYunavailableunavailableunavailableunavailable—unavailableunavailable
net %-480.0%unavailable-920.7%-2,533.8%unavailableunavailable-27,200.0%
Free cash flow-98.6 m-199.0 m-612.0 m-523.0 m-613.0 m-645.0 m-612.0 m

The series breaks before 2023: earlier years come from the original reports of the issuer of that time, later years from a subsequent filing that restated the perimeter (a separation, discontinued operations). The year-on-year change across the break is not shown.

Reported results vs expectations

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Balance sheet & financial health

Fiscal year 2025 · 31 Dec 2025

Cash
221.0 m USD
Financial debt
unavailable USD
Net debt
unavailable USD
Equity
2.1 bn USD
Total assets
2.3 bn USD
Debt / equity
unavailable
Current ratio
11.86x
ROE
-40.6%
ROA
-36.4%
FCF margin
-20,400.0%

Financial statements (source on every figure)

Revenue and net income (USD)

Margins

Income statement · USD

Revenue
2023
0
2024
0
2025
3.0 m

SEC (XBRL)· 11 Feb 2026verified

Cost of revenue
2023
0
2024
0
2025
17.0 m

SEC (XBRL)· 11 Feb 2026verified

Gross profit
2023
0 ≈
2024
0 ≈
2025
-14.0 m ≈

SEC (XBRL)· 11 Feb 2026derived

Research & development
2023
716.0 m
2024
676.0 m
2025
745.0 m

SEC (XBRL)· 11 Feb 2026verified

SG&A
2023
119.0 m
2024
110.0 m
2025
142.0 m

SEC (XBRL)· 11 Feb 2026verified

Operating income
2023
-835.0 m
2024
-786.0 m
2025
-901.0 m

SEC (XBRL)· 11 Feb 2026verified

Depreciation & amortisation
2023
21.0 m
2024
21.0 m
2025
30.0 m

SEC (XBRL)· 11 Feb 2026verified

EBITDA
2023
-814.0 m ≈
2024
-765.0 m ≈
2025
-871.0 m ≈

SEC (XBRL)· 11 Feb 2026derived

Pre-tax income
2023
-796.0 m
2024
-748.0 m
2025
-816.0 m

SEC (XBRL)· 11 Feb 2026verified

Income tax
2023
0
2024
0
2025
0

SEC (XBRL)· 11 Feb 2026verified

Net income
2023
-796.0 m
2024
-748.0 m
2025
-816.0 m

SEC (XBRL)· 11 Feb 2026verified

Diluted EPS
2023
-0.60
2024
-0.46
2025
-0.44

SEC (XBRL)· 11 Feb 2026verified

Weighted average diluted shares
2023
1.3 bn
2024
1.6 bn
2025
1.8 bn

SEC (XBRL)· 11 Feb 2026verified

Balance sheet · USD

Cash
2023
501.0 m
2024
211.0 m
2025
221.0 m

SEC (XBRL)· 11 Feb 2026verified

Current assets
2023
1.2 bn
2024
1.3 bn
2025
1.3 bn

SEC (XBRL)· 11 Feb 2026verified

Property, plant & equipment, net
2023
94.0 m
2024
104.0 m
2025
103.0 m

SEC (XBRL)· 11 Feb 2026verified

Goodwill
2023
0
2024
0
2025
—

SEC (XBRL)· 14 Feb 2025verified

Intangibles (excl. goodwill)
2023
617.0 m
2024
617.0 m
2025
617.0 m

SEC (XBRL)· 11 Feb 2026verified

Total assets
2023
2.2 bn
2024
2.1 bn
2025
2.3 bn

SEC (XBRL)· 11 Feb 2026verified

Accounts payable
2023
—
2024
—
2025
—

SEC (XBRL)· 11 Mar 2022verified

Current liabilities
2023
111.0 m
2024
105.0 m
2025
111.0 m

SEC (XBRL)· 11 Feb 2026verified

Total liabilities
2023
250.0 m
2024
263.0 m
2025
203.0 m

SEC (XBRL)· 11 Feb 2026verified

Equity
2023
2.0 bn †
2024
1.9 bn †
2025
2.1 bn †

SEC (XBRL)· 11 Feb 2026verified

Cash flow · USD

Operating cash flow
2023
-598.0 m
2024
-611.0 m
2025
-581.0 m

SEC (XBRL)· 11 Feb 2026verified

Capex
2023
15.0 m
2024
34.0 m
2025
31.0 m

SEC (XBRL)· 11 Feb 2026verified

Free cash flow
2023
-613.0 m ≈
2024
-645.0 m ≈
2025
-612.0 m ≈

SEC (XBRL)· 11 Feb 2026derived

Investing cash flow
2023
8.0 m
2024
-172.0 m
2025
-245.0 m

SEC (XBRL)· 11 Feb 2026verified

Financing cash flow
2023
831.0 m
2024
492.0 m
2025
834.0 m

SEC (XBRL)· 11 Feb 2026verified

Share repurchases
2023
—
2024
—
2025
—

SEC (XBRL)· 11 Mar 2022verified

Computed indicators

Growth

Revenue growth (YoY)
unavailable
the base of the ratio is not positive
Revenue CAGR 3Y
-64.7%
computed by olivLawFY 2022 → FY 2025
Revenue CAGR 5Y
unavailable
the base of the ratio is not positive
EBIT growth (YoY)
unavailable
the base of the ratio is not positive
Net income growth (YoY)
unavailable
the base of the ratio is not positive
Net income CAGR 3Y
unavailable
the base of the ratio is not positive
Net income CAGR 5Y
unavailable
the base of the ratio is not positive
EPS growth (YoY)
unavailable
the base of the ratio is not positive
EPS CAGR 3Y
unavailable
the base of the ratio is not positive
EPS CAGR 5Y
unavailable
the base of the ratio is not positive
FCF growth (YoY)
unavailable
the base of the ratio is not positive

Profitability

Gross margin
-285.7%
computed by olivLawTTM to 30 Sept 2026
EBITDA margin
-13,914.3%
computed by olivLawTTM to 30 Sept 2026
EBIT margin
-14,357.1%
computed by olivLawTTM to 30 Sept 2026
Net margin
-13,328.6%
computed by olivLawTTM to 30 Sept 2026
FCF margin
-11,428.6%
computed by olivLawTTM to 30 Sept 2026

Returns

ROE
-45.7%
computed by olivLawTTM to 30 Sept 2026 · balance sheet at 30 Sept 2026
ROA
-41.3%
computed by olivLawTTM to 30 Sept 2026 · balance sheet at 30 Sept 2026
ROIC
unavailable
input data missing
ROCE
-53.0%
computed by olivLawTTM to 30 Sept 2026 · balance sheet at 30 Sept 2026
Payout ratio (EPS)
unavailable
input data missing
Payout ratio (FCF)
unavailable
input data missing

Balance sheet

Net debt
unavailable
input data missing
Net debt / EBITDA
unavailable
input data missing
Debt / equity
unavailable
input data missing
Interest coverage
unavailable
input data missing

Liquidity

Current ratio
9.7x
computed by olivLawbalance sheet at 30 Sept 2026
Cash ratio
1.3x
computed by olivLawbalance sheet at 30 Sept 2026

Cash

Operating cash flow
-700.0 m USD
computed by olivLawTTM to 30 Sept 2026
Capital expenditure
100.0 m USD
computed by olivLawTTM to 30 Sept 2026
Free cash flow
-800.0 m USD
computed by olivLawTTM to 30 Sept 2026
FCF conversion
unavailable
insufficient data
Cash conversion
unavailable
insufficient data

Efficiency

Days sales outstanding
unavailable
input data missing
Days payables outstanding
unavailable
input data missing

Market and valuation

Market capitalisation
2.6 bn USD
computed by olivLawbalance sheet at 30 Sept 2026
Enterprise value
unavailable
input data missing
Market cap / net income TTM
unavailable
insufficient data
P/E (TTM)
unavailable
insufficient data
Earnings yield
-11.7%
computed by olivLawTTM to 30 Sept 2026
P/B
1.5x
computed by olivLawbalance sheet at 30 Sept 2026
P/S
374.7x
computed by olivLawTTM to 30 Sept 2026 · balance sheet at 30 Sept 2026
EV/EBITDA
unavailable
input data missing
EV/EBIT
unavailable
input data missing
EV/Sales
unavailable
input data missing
P/FCF
unavailable
the base of the ratio is not positive
FCF yield
-30.5%
computed by olivLawTTM to 30 Sept 2026 · balance sheet at 30 Sept 2026
Dividend yield
unavailable
no dividend in the structured statements; a missing line is not a confirmed zero
Shareholder yield (distributions)
unavailable
input data missing

4 indicators that do not apply to the sector.

Valuation

olivLaw classification

Insufficient data
What is missing
  • valuation methods computed: 0 of at least 1

A scoring methodology on indicators and valuation, not investment advice.

Closing price

4.08 USD

04 Nov 2026Source: olivLaw, closing series

Market cap: 2.6 bn USD

Key indicators

Market capitalisation
2.6 bn USD
computed by olivLawbalance sheet at 30 Sept 2026
P/E (TTM)
unavailable
insufficient data
P/B
1.5x
computed by olivLawbalance sheet at 30 Sept 2026
EV/EBITDA
unavailable
input data missing
ROE
-45.7%
computed by olivLawTTM to 30 Sept 2026 · balance sheet at 30 Sept 2026
Net margin
-13,328.6%
computed by olivLawTTM to 30 Sept 2026
Revenue growth (YoY)
unavailable
the base of the ratio is not positive
Dividend yield
unavailable
no dividend in the structured statements; a missing line is not a confirmed zero

Coverage and freshness

29/37 reporting lines present
Latest full fiscal year: 2025
Latest reported period: 30 Sept 2026
Latest balance sheet date: 30 Sept 2026
Share count (cover of the latest filing), as of: 03 Nov 2021
Source: SEC (XBRL)published 28 Oct 2026
verified 766derived 61

Score by group

64% · Insufficient data

Estimated value range

unavailable — no valuation method could be computed

Valuation assumptions are editorial choices, not measured; beta is not measured.

Valuation methods

  • DCF (discounted cash flow)unavailable · input data missing
  • Peers: EV/Salesunavailable · net debt missing: EV cannot be bridged to equity (missing debt is not zero)
  • Peers: EV/EBITDAunavailable · net debt missing: EV cannot be bridged to equity (missing debt is not zero)

no valuation method could be computed

Multiple comparisons use the SIC vertical: Services-Computer Integrated Systems Design (SIC 7373)

Classification (SIC) comparables group by industry code, not by economic activity; the direct group is an editorial selection by activity. Members' multiples are on their own trailing twelve months, at their own latest close.

Assumptions (illustrative, editorial)

Risk-free rate
4.3%
Equity risk premium
5.0%
Beta (default)
1.00
Cost of equity
9.3%
Terminal growth
2.5%

Factor scorecard

Insufficient data

Minimum-evidence gate: valuation methods computed: 0 of at least 1

FactorValueScoreWeight used
Gross margin · Quality-285.7%0 (on a fixed band)17%
EBIT margin · Quality-14,357.1%0 (vs peers)13%
FCF margin · Quality-11,428.6%0 (on a fixed band)13%
Revenue CAGR 3Y · Growth-64.7%0 (on a fixed band)27%
Revenue growth (YoY) · Growthunavailableunavailable—
Net debt / EBITDA · Balance sheetunavailableunavailable—
Current ratio · Balance sheet9.7x100 (on a fixed band)10%
EV/Sales · Valuationunavailableunavailable—
FCF yield · Valuation-30.5%0 (on a fixed band)20%
Shareholder yield (distributions) · Returnsunavailableunavailable—

Factors without a value were dropped; the remaining weights were renormalised.

Score groups

  • Balance sheet· partial100/100 · 1/2 factors with a value
  • Growth· partial0/100 · 1/2 factors with a value
  • Quality0/100 · 3/3 factors with a value
  • Returns· partialunavailable · 0/1 factors with a value
  • Valuation· partial0/100 · 1/2 factors with a value

A «partial» group is computed from under half of its weight or from one factor: it is not a full assessment of the group.

Memo

Aurora Innovation, Inc. (AUR). Latest full fiscal year: 2025; data up to 2026-09-30.

Figures computed from the financial statements: revenue 3.0 m USD in 2025; net margin -13,328.6%; ROE -45.7%.

Valuation cannot be computed from the available data.

Insufficient data for a verdict (valuation methods computed: 0 of at least 1).

Text generated deterministically from the figures shown; no language model. Not investment advice.

What supports the thesis

  • Current ratio: 9.7x

What contradicts it

  • Gross margin: -285.7%
  • EBIT margin: -14,357.1%
  • FCF margin: -11,428.6%
  • Revenue CAGR 3Y: -64.7%
  • FCF yield: -30.5%

Not assessed (insufficient data or a ratio without meaning): Revenue growth (YoY), Net debt / EBITDA, EV/Sales, Shareholder yield (distributions).

Versus the vertical median

Services-Computer Integrated Systems Design (SIC 7373) · same industry (4-digit SIC) · compared with 39 companies

Multiples and returns vs the median

P/E
—
vertical median 25.7x
EV/EBITDA
—
vertical median 12.9x
P/S
374.7x
vertical median 2.3x
above median (+15,986.9%)
P/B
1.5x
vertical median 1.9x
below median (−24.4%)
ROE
-45.7%
vertical median -7.6%
below median
Net margin
-13,328.6%
vertical median -8.1%
below median
EBIT margin
-14,357.1%
vertical median -5.9%
below median
Revenue YoY
—
vertical median 6.7%
Net debt/EBITDA
—
vertical median 2.1x
Dividend yield
—
vertical median 1.3%

Price rebased to 100 (monthly, 5 years)

Companies in the vertical

Market capP/EROENet marginRevenue YoY1A / 3A
LDOSLeidos Holdings, Inc.16.6 bn12.228.2%8.0%+3.1%−29% / +26%
GDDYGoDaddy Inc.14.3 bn16.2—18.6%+8.3%−7% / +18%
CACICACI International Inc14.0 bn25.912.5%5.5%+10.9%+2% / +97%
JKHYJack Henry & Associates, Inc.12.6 bn25.724.0%19.8%+7.1%+3% / +13%
IONQIonQ, Inc.11.3 bn—-60.8%-553.3%+201.9%−40% / +142%
SAICScience Applications International Corporation6.3 bn17.625.7%5.1%−2.9%+75% / +28%
WAYWaystar Holding Corp.5.7 bn42.93.7%10.7%+16.5%−20% / unavailable
PSNParsons Corporation5.5 bn38.25.7%2.3%−5.7%−38% / −16%
KDKyndryl Holdings, Inc3.7 bn48.96.8%0.5%+0.2%−35% / −7%
AGYSAgilysys, Inc.3.5 bn78.513.6%12.9%+15.9%−0% / +42%
NTCTNetscout Systems Inc2.8 bn23.37.5%13.7%+4.5%+42% / +90%
AURAurora Innovation, Inc.2.6 bn—-45.7%-13,328.6%unavailable−9% / +103%
PONYPony AI Inc.2.1 bn—-10.3%-148.9%+20.0%−65% / unavailable
OSPNOneSpan Inc.872.9 m13.226.8%27.5%+0.0%+94% / +136%
TLSTelos Corporation378.2 m—-14.9%-8.1%+52.2%−12% / +23%
SLPSimulations Plus, Inc.374.2 m46.76.2%9.9%+13.1%unavailable / unavailable
SMRTSmartrent, Inc.307.5 m—-7.6%-11.0%−12.9%−6% / −48%
ASURAsure Software, Inc.293.6 m—-1.9%—+24.3%+22% / +22%
VEEAVeea Inc.281.2 m——-2,491.9%+56.6%−55% / −98%
RBBNRibbon Communications Inc.275.9 m22.55.0%2.3%+1.3%−46% / −28%
KDKKodiak AI, Inc.220.7 m——-4,259.6%−74.6%−82% / unavailable
UISUnisys Corp171.4 m——-21.7%−2.9%−12% / −51%
AIOSAIOS Tech Inc.138.9 m—-208.9%-4,359.1%−98.5%−87% / −86%
MRLNMerlin, Inc.91.5 m———unavailable−92% / unavailable
CSPICSP Inc75.4 m—-1.5%-1.2%+6.4%−35% / −40%

1- and 3-year price returns: for AUR from daily closes (the same as the performance table), for the other companies from month-end closes.

olivLaw engine forecast

The world engine ran after the company's latest material disclosure. Probabilities are of TOUCHING a level within the horizon (not closing there) and sit next to the random walk (p_rw), the no-information benchmark.

The engine has no published run for this company yet.

Valuation scenarios (editable assumptions)

Illustrative scenarios

Illustrative: not forecasts and without probabilities. Each case is one coherent set of assumptions, computed on today's figures.

Bear
Allowed range: -50 … 50%
Allowed range: -100 … 100%
Allowed range: 0 … 100
Allowed range: -10 … 20%
Allowed range: 0 … 100%
Base
Allowed range: -50 … 50%
Allowed range: -100 … 100%
Allowed range: 0 … 100
Allowed range: -10 … 20%
Allowed range: 0 … 100%
Bull
Allowed range: -50 … 50%
Allowed range: -100 … 100%
Allowed range: 0 … 100
Allowed range: -10 … 20%
Allowed range: 0 … 100%
Nothing is saved.

Estimated price (USD)

Estimated priceBearBaseBull
1 years
insufficient data
Total return unavailable · Per year unavailable
insufficient data
Total return unavailable · Per year unavailable
insufficient data
Total return unavailable · Per year unavailable
3 years
insufficient data
Total return unavailable · Per year unavailable
insufficient data
Total return unavailable · Per year unavailable
insufficient data
Total return unavailable · Per year unavailable
5 years
insufficient data
Total return unavailable · Per year unavailable
insufficient data
Total return unavailable · Per year unavailable
insufficient data
Total return unavailable · Per year unavailable
What moves the 3-year price the most

    AI analysis

    AI-generatedAI-generated analysis (Claude) from cited public sources; it may contain errors. Not investment advice. As of 27 Oct 2026 · Model: claude-haiku-5-5.

    Possibly outdated: the newest document it read is from 29 Jul 2026; since then the company filed 8-K (28 Oct 2026 · results), 10-Q (28 Oct 2026).

    In brief

    Aurora Innovation develops the Aurora Driver self-driving system, starting with highway freight and later targeting passenger ride-hailing and local goods delivery. The company is now at the start of its commercial scaling phase, with a net loss of $816 million in fiscal 2025 and revenue of $2 million in the second quarter of 2026.

    SWOT

    Strengths

    • The company has a specialized technical team, an extensive patent portfolio and a common driver platform across vehicle types 1.
    • Partnerships with truck makers and major suppliers allow scaling without owning large fleets 13.
    • Driverless operations have reported a safety record with no collisions attributed to the system, which could support customer confidence 3.

    Weaknesses

    • The company has recorded persistent net losses and expects to keep losing money until it scales operations 1.
    • Revenue remains very small relative to development spending, and funding partly depends on equity issuance 12.
    • Reliance on single or limited suppliers for hardware and vehicles could constrain operational flexibility 1.

    Opportunities

    • Expansion to new freight corridors and to truck-industry partners could accelerate commercial growth 3.
    • Lower hardware costs from second and third generation kits could improve margins if targets are met 3.
    • Expansion into passenger mobility and local delivery could diversify long-term revenue sources 1.

    Threats

    • Better-resourced competitors could bring comparable technology to market faster, reducing Aurora's edge 1.
    • Regulations and approvals may vary across jurisdictions and could delay commercial launches 1.
    • Trade tariffs and supply chain disruptions could raise hardware costs 1.

    Risks

    • Persistent operating losseshigh

      The company has not yet reached profitability and expects losses until commercial scaling, which could require additional funding 12.

    • Reliance on external fundinghigh

      If capital markets become less favorable, the equity issuance program could become more costly or unavailable 1.

    • Technical and safety delayshigh

      Autonomous system development is complex, and if performance or safety do not meet expected standards, launches could be postponed 1.

    • Regulatory frameworkmedium

      Inconsistent regulation or missing approvals could limit operations and geographic expansion 1.

    • Dependence on partners and suppliersmedium

      The company relies on vehicle makers and single-source suppliers, and their delays could affect scaling plans 13.

    Investment thesis

    What would need to be true (bull case)

    • If Aurora scales its driverless fleet as planned, it could turn its technical lead into recurring revenue under the DaaS model 13.
    • Partnerships with large truck makers and Tier 1 suppliers could lower costs and speed adoption at scale 13.
    • If the hardware cost reduction is confirmed, margins could become more attractive over the long term 3.

    What would break the thesis

    • Continued net losses and reliance on external funding could limit the company's path to profitability 12.
    • If better-resourced competitors reach similar technology sooner, Aurora's market share could be smaller than expected 1.
    • Regulatory or hardware production delays could postpone revenue and raise costs 13.

    What to watch

    • Number of driverless trucks in operation and delivery pace from the upfitter RoushQ3 2026
    • Revenue and operating loss for the third quarterQ3 2026
    • Launch of Volvo driverless trucks on the announced timelineQ1 2027
    • Use of the at-the-market equity program and capital needsnext 10-K

    Products, market & competition

    AI-generatedAI-generated analysis (Claude) from cited public sources; it may contain errors. Not investment advice. As of 27 Oct 2026 · Model: claude-haiku-5-5.

    Possibly outdated: the newest document it read is from 29 Jul 2026; since then the company filed 8-K (28 Oct 2026 · results), 10-Q (28 Oct 2026).

    The business

    Aurora launched Aurora Driver for Freight in April 2025 in Texas, its first driverless commercial operation 1. In the second quarter of 2026 the company announced Transportation as a Service agreements with Charger Logistics and Value Truck and launched a new fleet of driverless trucks based on second-generation commercial hardware 3. Management described scaling as centered on driverless trucks on highway routes, with ride-hailing and local delivery as later stages 1.

    Segments

    Freight trucking (Aurora Driver for Freight)

    This is the first commercial product, a driverless highway trucking subscription, with priority given to Texas where the company reports driverless operations 13. Revenue remains small but is rising with utilization and geographic expansion 2.

    Passenger mobility (Aurora Driver for Rides)

    It is planned to follow the freight launch and expansion, through partnerships with Toyota and Uber, using the same hardware and software 1. The reviewed documents do not yet report revenue for this segment.

    Local goods delivery

    This is the third targeted market, considered technically more complex, with operations expected after the passenger mobility launch 1. The company does not yet report commercial activity here.

    Market context

    The company describes US road freight as a very large market affected by driver shortages and driving-hour restrictions, which could create demand for autonomous trucks 1. For this reason it argues that highways are a simpler entry point than urban streets 1. International expansion, for example to Canada or Europe, is a long-term goal if regulations and roadways allow 1.

    Passenger mobility and local delivery are described as later extensions with large potential if the technology proves safe and scalable 1. Demand for autonomous trucks is partly supported by partner announcements, such as Volvo's plan for more than 300 driverless trucks by the end of 2027 3.

    Trends

    • Driver shortage in road transporttailwind

      Carriers face high driver turnover, and Aurora argues an autonomous driver can provide a consistent supply of capacity 1. This pressure could accelerate adoption of autonomous trucks.

    • Growth of e-commerce and fast deliverytailwind

      Demand for same-day or next-day delivery could support interest in autonomous transport, although the company notes driving-hour limits constrain supply chain efficiency 1.

    • Tariffs and supply chainsheadwind

      Changes in trade policy, including tariffs on vehicles and electronic components, could raise costs and disrupt Aurora's hardware supply 1.

    • Regulation and public acceptancemixed

      Inconsistent regulation or delayed approvals could slow commercial expansion, and public and regulator trust is considered essential 1. Conversely, transparency on safety and independent audits could support market acceptance 3.

    Competitive position

    The reviewed documents do not identify direct competitors in detail, but describe the market as highly competitive, with some participants having substantially greater resources 1. If a competitor commercializes self-driving technology before Aurora, the company's position could weaken 1.

    Aurora's claimed advantages are its FirstLight Lidar sensor, its 'Verifiable AI' approach and partnerships with truck makers that reduce reliance on its own fleet 13. The company also notes that autonomous development remains costly and that market share gains may be gradual 1.

    • Volvo Autonomous Solutions

      Partner and also a maker of autonomous trucks, planning driverless operations on the Volvo VNL Autonomous from the first quarter of 2027 using the Aurora Driver 3.

    • PACCAR

      Truck manufacturer and Aurora partner, working on integration of commercial hardware with its future autonomy-enabled platform 13.

    • AUMOVIO

      Tier 1 supplier producing third-generation hardware components for Aurora, with production planned for the second half of 2027 3.

    • Uber

      Partner for passenger mobility and for its digital freight network, and former self-driving unit acquired by Aurora 1.

    News & filings

    In the press

    The latest news item in our archive is from 20 Sept 2026; the newest SEC filing is from 28 Oct 2026. The press archive comes from the RSS feeds we follow and does not necessarily cover the latest event — the filings alongside do.

    SEC filings

    Sources

    1. [1] Form 10-K, fiscal year ended 2025-12-31 · SEC / Aurora Innovation, Inc. · 11 Feb 2026
    2. [2] Form 10-Q, quarter ended 2026-06-30 · SEC / Aurora Innovation, Inc. · 29 Jul 2026
    3. [3] Form 8-K, results release (exhibit 99.1) · SEC / Aurora Innovation, Inc. · 29 Jul 2026

    Figures computed by olivLaw from SEC filings and closing prices; the qualitative analysis is AI-generated from cited sources. Not investment advice.