Executive Summary
Investment Thesis (3 Sentences)
Mobileye is the dominant global leader in ADAS (Advanced Driver Assistance Systems) with 200+ million EyeQ chips shipped, protecting its position through deep OEM relationships, proprietary silicon, and a unique REM crowdsourced mapping database. The company generates strong operating cash flow ($400-500M annually) despite GAAP losses driven by non-cash intangible amortization from Intel's 2017 acquisition. However, Intel's ~80% controlling stake with 99%+ voting power creates significant governance risk, the autonomous driving market is intensely competitive with Tesla and Chinese players, and the stock trades at 4.4x sales despite negative ROE - making valuation challenging.
Key Metrics Dashboard
| Metric | Value | Assessment |
|---|---|---|
| Price | $10.50 | Near 52-week low |
| Market Cap | $8.5B | |
| EV/Revenue (TTM) | 3.75x | Moderate |
| P/B | 0.75x | Below book value |
| Forward P/E | 26.3x | Assuming profitability |
| Revenue (TTM) | $1.94B | |
| Gross Margin | 45-50% | Strong |
| Operating Margin | Negative (ex-impairment: 15-20%) | |
| FCF (2024) | $319M | Strong |
| Net Debt | Net Cash ~$1.4B | Fortress |
| ROE | -25.6% (impairment) / -2.8% normalized | Weak |
| Beta | 0.56 | Low volatility |
Decision Summary
| Category | Rating | Notes |
|---|---|---|
| Quality | B- | Strong technology, weak returns, governance issues |
| Moat | Narrow (Widening?) | Switching costs + scale, but tech disruption risk |
| Financial Strength | A- | Net cash, strong FCF, but GAAP losses |
| Management | B | Founder-led, but Intel control |
| Valuation | Attractive | 0.75x book, 4.4x sales for dominant player |
| Risk | Elevated | Intel overhang, Tesla competition, China volatility |
Recommendation: WAIT - Attractive valuation but significant risks. Consider small starter position if price drops to $8-9 (25%+ margin of safety from current depressed levels).
Phase 0: Opportunity Identification
Why Does This Opportunity Exist?
Intel Overhang (Forced/Distressed Selling)
- Intel owns ~80% of MBLY and has been selling shares (July 2025 secondary offering)
- Intel is in financial distress and may need to sell more Mobileye stake
- Creates ongoing selling pressure and governance uncertainty
- Market discounting due to lack of true independence
Sector Rotation Away from AV/ADAS
- EV/autonomous vehicle stocks out of favor after 2021-2022 hype
- Investors burned by Rivian, Lucid, Lordstown bankruptcies
- "Autonomous driving is always 5 years away" fatigue
2024 Headwinds (Temporary)
- $2.8B goodwill impairment in Q3 2024 (non-cash)
- Revenue decline 2023→2024 due to customer inventory destocking
- China volatility (domestic OEM volumes down 50%+)
Misunderstood Financials
- GAAP losses mask underlying profitability
- Non-cash D&A of ~$500M/year from Intel acquisition accounting
- Operating cash flow ($400M) far exceeds net income
Complexity/Stigma
- Dual-class share structure limits shareholder rights
- Intel relationship creates uncertainty
- Technology complex for generalist investors to evaluate
Why Market May Be Wrong
The market is pricing Mobileye like a speculative tech startup (negative earnings, uncertain future) rather than:
- A dominant franchise with 200M+ chips shipped
- 50%+ market share in ADAS
- Design wins extending into early 2030s with 9/10 top global OEMs
- Positive and growing free cash flow
- Net cash balance sheet
Phase 1: Risk Analysis (Inversion)
"All I want to know is where I'm going to die, so I'll never go there." - Munger
How Could This Investment Lose 50%+ Permanently?
Tesla FSD becomes the industry standard
- Tesla's end-to-end neural network approach proves superior
- OEMs license Tesla technology rather than use Mobileye
- Mobileye's "compound AI" approach becomes obsolete
Chinese competitors win globally
- Horizon Robotics, Black Sesame, Haomo AI scale outside China
- Chinese OEMs (BYD, Geely) integrate vertically
- Price competition destroys Mobileye's margins
Intel forced sale at distressed price
- Intel sells stake to strategic buyer (Chinese company?)
- Governance becomes hostile to minority shareholders
- Company taken private at low premium
Regulatory shift against ADAS
- Major autonomous vehicle accident causes regulatory backlash
- Liability laws make OEMs reluctant to adopt advanced systems
- Safety recalls damage brand permanently
Technology disruption
- LiDAR-free approach fails to achieve L3+ autonomy
- Camera-based perception hits fundamental limits
- Need to completely redesign architecture
Bear Case Summary (If I Were Short)
"Mobileye is a legacy hardware supplier being disrupted by Tesla's software-first approach. Their 'compound AI' is just a marketing term for piecemeal improvements while Tesla has true end-to-end learning at scale. Intel will continue dumping shares to fund its own turnaround, creating perpetual overhang. The China business is collapsing as domestic players take share. Revenue has already peaked at $2B and will decline as OEMs bring ADAS in-house. The stock is a value trap heading to $5."
Top 10 Risks Quantified
| Risk | Probability | Severity | Expected Loss | Mitigation |
|---|---|---|---|---|
| Tesla FSD dominance | 20% | -40% | -8.0% | OEM diversification, regulatory compliance |
| Intel forced sale | 30% | -25% | -7.5% | Cash position, founder control of operations |
| China collapse | 40% | -15% | -6.0% | Already small (20% of rev), Western focus |
| SuperVision design losses | 25% | -20% | -5.0% | Multiple OEM engagements |
| Margin compression | 35% | -12% | -4.2% | Technology leadership, chip efficiency |
| AV winter (funding dries up) | 25% | -15% | -3.8% | Positive FCF, no external funding needed |
| Key person risk (Shashua) | 10% | -30% | -3.0% | Deep bench, institutionalized IP |
| Robotaxi delays | 50% | -5% | -2.5% | Not priced in currently |
| Macro recession | 30% | -8% | -2.4% | Low beta, essential safety |
| Regulatory setback | 15% | -10% | -1.5% | Compliance culture, RSS framework |
| Total Expected Downside | -44.0% |
Pre-Defined Sell Triggers
- Thesis Break: Tesla FSD achieves <1 critical intervention per 100K miles (vs Mobileye ~10K currently disclosed)
- Moat Erosion: 2 or more major OEMs cancel Mobileye contracts for Chinese or in-house solutions
- Management Failure: Amnon Shashua leaves without clear succession
- Intel Actions: Intel sells to hostile buyer or extracts value destructively
- Technology: EyeQ7/8 benchmarks show no improvement over competitors
Phase 2: Financial Analysis
Return Metrics (DuPont Analysis)
| Year | ROE | Net Margin | Asset Turnover | Equity Multiplier |
|---|---|---|---|---|
| 2024 | -25.6% | -186.8% | 0.13x | 1.04x |
| 2023 | -0.0% | -0.0% | 0.13x | 1.05x |
| 2022 | -0.5% | -4.4% | 0.12x | 1.05x |
| 2021 | -0.5% | -5.4% | 0.09x | 1.04x |
| 2020 | -1.3% | -20.3% | 0.06x | 1.04x |
Note: 2024 ROE distorted by $2.8B goodwill impairment. Normalized ROE (excluding impairment) approximately -2.8%.
Owner Earnings Calculation
Owner Earnings = Net Income + D&A - Maintenance CapEx - WC Changes
For 2024:
GAAP Net Income: -$3,090M
+ D&A: +$506M
+ Goodwill Impairment: +$2,800M (non-cash, non-recurring)
= Adjusted Net Income: $216M
Operating Cash Flow: $400M
- CapEx: -$81M
= Free Cash Flow: $319M
Owner Earnings (Normalized): ~$250-350M annually
Valuation Trinity
1. Liquidation Value (Floor)
Current Assets: $2,174M
- Total Liabilities: -$492M
= Net Current Assets: $1,682M
/ Shares Outstanding: 809M
= NCAV per share: $2.08
Tangible Book:
Total Equity: $12,087M
- Goodwill: -$8,200M
- Intangibles: -$1,609M
= Tangible Book: $2,278M
/ Shares: 809M
= Tangible Book/Share: $2.82
Liquidation Value: $2.08 - $2.82 per share (74-80% below current price)
2. Going Concern Value (DCF)
Assumptions:
- Revenue 2026E: $2.0B (6% growth from $1.89B guidance)
- Long-term revenue growth: 8% (ADAS adoption + advanced products)
- Terminal growth: 3%
- Normalized FCF margin: 15-18%
- Discount rate: 10% (low beta, but tech risk)
Base Case DCF:
Year 1-5 FCF (avg): $350M growing to $500M
Terminal Value: $500M × 1.03 / (0.10 - 0.03) = $7.4B
NPV of Cash Flows: ~$2.5B
NPV of Terminal: ~$4.6B
Total Enterprise Value: ~$7.1B
+ Net Cash: $1.4B
Equity Value: $8.5B
Per Share: $10.50 (matches current price)
Bull Case (15% revenue growth, 20% FCF margin):
- Equity Value: ~$16B
- Per Share: ~$20
Bear Case (flat revenue, 10% FCF margin):
- Equity Value: ~$5B
- Per Share: ~$6
3. Private Market Value
Recent comparable transactions:
- Intel acquisition of Mobileye (2017): $15.3B (~8x revenue)
- No recent pure-play ADAS acquisitions
Strategic Value Considerations:
- To an OEM wanting in-house ADAS capability: 4-6x revenue = $8-12B
- To a tech company (Apple, Nvidia): 5-8x revenue = $10-16B
- Private equity (LBO): Limited due to R&D needs, negative earnings
Private Market Value: $10-16B ($12-20 per share)
4. Relative Valuation
| Metric | MBLY | Nvidia (NVDA) | Qualcomm (QCOM) | Tesla (TSLA) |
|---|---|---|---|---|
| P/S | 4.4x | 28x | 4.5x | 8x |
| P/B | 0.75x | 45x | 7x | 14x |
| EV/Revenue | 3.75x | 27x | 4.3x | 7.5x |
| Gross Margin | 45% | 75% | 56% | 18% |
Mobileye trades at a significant discount to semiconductor peers despite higher gross margin and dominant market position in ADAS.
Margin of Safety Calculation
| Method | Value/Share | Current Price | Margin of Safety |
|---|---|---|---|
| NCAV | $2.08 | $10.50 | -404% (premium) |
| Tangible Book | $2.82 | $10.50 | -272% (premium) |
| DCF Base | $10.50 | $10.50 | 0% |
| DCF Bull | $20.00 | $10.50 | 47% |
| DCF Bear | $6.00 | $10.50 | -75% (premium) |
| Private Market | $15.00 | $10.50 | 30% |
Intrinsic Value Estimate: $12-15 per share (weighted average) Current Margin of Safety: 13-30%
Phase 3: Moat Analysis
Moat Sources
1. Switching Costs (Moderate-High)
Metric: Customer retention rate, design win duration
- OEM design cycles are 3-5 years; switching mid-program extremely costly
- Deep integration with OEM engineering teams
- Follow-on wins with all top 10 customers (2022-2024)
- Design wins extend into early 2030s
Score: 7/10
2. Scale Advantages (High)
Metric: Cumulative chips shipped, R&D amortization
- 200+ million EyeQ chips shipped (largest installed base)
- $1B+ annual R&D amortized over massive volume
- Data advantage: REM mapping from millions of vehicles
- Manufacturing partnerships with STMicroelectronics
Score: 8/10
3. Network Effects (Moderate)
Metric: REM coverage, data improvement rate
- REM crowdsourced mapping improves with more vehicles
- More data → better AI → safer products → more sales → more data
- But network effects not as strong as pure software platforms
Score: 5/10
4. Intangible Assets (Moderate)
Metric: Patent portfolio, brand recognition
- Extensive IP portfolio in ADAS/AV
- Strong brand with OEMs (trusted safety partner)
- But no consumer brand awareness
Score: 6/10
Moat Durability Assessment
| Threat | Severity (1-5) | Timeline | Company Mitigation |
|---|---|---|---|
| Tesla end-to-end AI | 4 | 3-5 years | EyeQ7/8 development, compound AI approach |
| Chinese competitors | 3 | 2-4 years | Western regulatory compliance, OEM relationships |
| OEM insourcing | 3 | 5+ years | Technology leadership, cost efficiency |
| LiDAR disruption | 2 | 3-5 years | Discontinued own LiDAR, camera-first proven |
| Regulatory change | 2 | 2-3 years | RSS safety framework, compliance expertise |
Moat Trajectory
Will this moat be wider or narrower in 10 years?
Arguments for WIDER:
- Advanced products (SuperVision, Chauffeur) create higher switching costs
- REM database grows with more vehicles
- Robotaxi deployment creates operational moat
- Regulatory complexity favors established players
Arguments for NARROWER:
- End-to-end AI may commoditize perception
- OEMs may insource with more capable chips
- Chinese players may compete effectively
Assessment: Moat likely STABLE with potential to WIDEN if SuperVision/Chauffeur gain traction. Risk of narrowing if Tesla's approach proves definitively superior.
Moat Rating: NARROW (with uncertainty)
Phase 4: Management & Decision Synthesis
Management Assessment
CEO: Prof. Amnon Shashua (Founder)
- Tenure: Founded company 1999, CEO since founding
- Background: Computer vision pioneer, Hebrew University professor
- Ownership: Through Intel structure, limited direct Class A
- Capital Allocation: Conservative, R&D focused, no dividends/buybacks
Compensation Analysis:
- CEO compensation aligned with technology company norms
- Stock-based compensation ~$80-100M company-wide annually
- No excessive perks or related party transactions disclosed
Capital Allocation Track Record:
- R&D investment: Consistently 40-50%+ of revenue
- M&A: Limited (discontinued LiDAR unit was internal development)
- CapEx: Low ($70-100M/year) - fabless model
- Cash management: Maintained strong cash position
Governance Concern: Intel's Class B shares with 10x voting rights mean minority shareholders have minimal influence. This is a significant negative.
Catalyst Analysis
| Catalyst | Type | Timeline | Probability | Impact |
|---|---|---|---|---|
| SuperVision design win announcement | Internal | 2025 | 60% | +20-30% |
| Intel stake reduction (positive) | External | 2025-2026 | 40% | +15-20% |
| Robotaxi commercial launch | Operational | 2026 | 50% | +30-50% |
| EyeQ7 production start | Operational | 2027 | 70% | +15-20% |
| OEM advanced product ramp | Internal | 2026-2027 | 50% | +25-40% |
Catalyst Assessment: Multiple potential catalysts in 2025-2027, but timing uncertain. Lack of competitive pressure from Tesla allowing OEMs to delay decisions.
Position Sizing Formula
Position Size = Base × (MOS/Target) × (Quality/100) × (1-Risk) × Catalyst
Where:
- Base Allocation: 3% (standard)
- MOS/Target: 0.20/0.30 = 0.67 (below target)
- Quality Score: 65/100
- Risk Score: 0.44 (from risk analysis)
- Catalyst Multiplier: 0.85 (multiple catalysts but uncertain timing)
Position Size = 3% × 0.67 × 0.65 × (1-0.44) × 0.85
= 3% × 0.67 × 0.65 × 0.56 × 0.85
= 0.62%
Recommended Position: 0.5-1% starter position at current prices; increase to 2-3% if price drops to $8-9.
Expected Return Probability Tree
| Scenario | Probability | 3-Year Return | Weighted |
|---|---|---|---|
| Bull (AV leader) | 15% | +150% | +22.5% |
| Base (execution) | 40% | +50% | +20.0% |
| Modest (stagnation) | 25% | +10% | +2.5% |
| Bear (competition) | 15% | -30% | -4.5% |
| Disaster (obsolete) | 5% | -70% | -3.5% |
| Expected Return | 100% | +37.0% |
Annualized Expected Return: ~11% over 3 years
Final Recommendation
+---------------------------------------------------------------------+
| INVESTMENT RECOMMENDATION |
+---------------------------------------------------------------------+
| Company: Mobileye Global Inc. Ticker: MBLY |
| Current Price: $10.50 Date: 2026-01-17 |
+---------------------------------------------------------------------+
| VALUATION SUMMARY |
| +-------------------------+-------------+-----------------------+ |
| | Method | Value/Share | vs Current Price | |
| +-------------------------+-------------+-----------------------+ |
| | Tangible Book Value | $2.82 | -73% (premium) | |
| | NCAV | $2.08 | -80% (premium) | |
| | DCF (Conservative) | $10.50 | 0% MOS | |
| | DCF (Bull Case) | $20.00 | 47% MOS | |
| | Private Market Value | $15.00 | 30% MOS | |
| +-------------------------+-------------+-----------------------+ |
| |
| INTRINSIC VALUE ESTIMATE: $13.00 (weighted average) |
| MARGIN OF SAFETY: 19% |
+---------------------------------------------------------------------+
| RECOMMENDATION: [X] WAIT [ ] BUY [ ] HOLD [ ] SELL |
+---------------------------------------------------------------------+
| STRONG BUY PRICE: $8.00 (40% below IV) |
| BUY PRICE: $9.00 (30% below IV) |
| ACCUMULATE PRICE: $10.50 (current - small starter OK) |
| FAIR VALUE: $13.00 |
| TAKE PROFITS: $18.00 (40% above IV) |
| SELL: $22.00 (70% above IV) |
+---------------------------------------------------------------------+
| POSITION SIZE: 0.5-1% starter; scale to 2-3% at $8-9 |
| CATALYSTS: SuperVision wins, Robotaxi 2026, EyeQ7 |
| PRIMARY RISK: Intel overhang, Tesla competition, China volatility |
| SELL TRIGGER: Tesla achieves <1 intervention/100K mi; Shashua leaves |
+---------------------------------------------------------------------+
What I Will NOT Sell On
- Short-term price volatility
- Intel selling additional shares (expected)
- China revenue fluctuations
- Quarter-to-quarter earnings misses
- Negative analyst commentary
Monitoring Metrics
| Metric | Current | Watch Level | Action |
|---|---|---|---|
| EyeQ quarterly volume | ~9M | <7M | Investigate |
| Gross margin | 45-50% | <40% | Concern |
| Operating cash flow | $100M+/qtr | <$50M | Concern |
| Design win announcements | Multiple | 0 for 3 qtrs | Investigate |
| Intel stake | ~80% | Full exit | Review |
| Tesla FSD intervention rate | ~10K mi | <5K mi | Thesis review |
Appendix: Source Documentation
Primary Sources
- AlphaVantage MCP: Income Statement, Balance Sheet, Cash Flow (2020-2024)
- AlphaVantage MCP: Earnings Transcripts Q3 2024, Q4 2024, Q2 2025, Q3 2025
- AlphaVantage MCP: Company Overview
- EODHD MCP: Historical stock prices (2022-2026)
- SEC EDGAR: 10-K filings (CIK 0001910139)
- Mobileye Investor Relations: ir.mobileye.com
Data Validation
- Revenue cross-checked: AlphaVantage vs earnings call disclosures ✓
- Cash position cross-checked: Balance sheet vs cash flow ✓
- Share count cross-checked: Company overview vs balance sheet ✓
Analyst Consensus (for context only - not used in valuation)
- Rating: 4 Strong Buy, 13 Buy, 10 Hold, 0 Sell, 1 Strong Sell
- Price Target: $18.33 average (75% above current)
Analysis completed: 2026-01-17 Framework: Buffett-Munger-Klarman Value Investing Analyst: Claude