Mobileye's installed base of more than 250 million EyeQ-equipped vehicles, road-intelligence data, validated perception systems and long-cycle OEM relationships create a credible platform for moving from low-price base ADAS chips to higher-value integrated driving systems. Its core unit growth outpaced auto production through the first nine months of 2026, and new Stellantis, Asian-OEM and Surround ADAS awards add concrete evidence of product relevance.

Yet volume is not value creation by itself. Q3 revenue contracted despite higher EyeQ shipments, the core system ASP declined roughly 5%, and adjusted gross margin fell three points. More than half of reported Q3 adjusted operating income came from an Israeli R&D incentive for which cash realization is expected to lag until 2028. Meanwhile, SuperVision/Porsche is a 2027 milestone, Chauffeur/Audi remains aimed at 2028, and most newly announced Surround/Cloud programs are 2028+ launches. Mentee Robotics and a more integrated robotaxi program add capital-allocation complexity before their incremental returns are demonstrated.

Core valuation question: Can Mobileye turn software-content wins and safety/validation advantages into durable after-SBC earnings and free cash flow per share before lower-cost Chinese platforms, OEM internal stacks and competing autonomy architectures undermine unit economics?

What the Market May Be Mispricing

Debate	Research judgment
Durability of base EyeQ franchise	Unit demand is proving resilient, but ASP, software-content mix and second-chip programs limit near-term gross profit per unit.
Monetization from high-content products	Surround (~2× base ASP), SuperVision (> $1,000/system) and Chauffeur (~$2,500/system) offer upside, but launch dates, take rates and margins are not guaranteed.
Operating cash generation after grants, SBC and investment	R&D incentives have economic value but are not cash today; nine-month FCF fell 47%, while share-based compensation and robotics investment remain significant.

Mobileye sells integrated computer-vision and driver-assistance technology to automotive OEMs and their Tier-1 suppliers. The core EyeQ processors run proprietary perception software for safety functions such as collision avoidance and lane keeping. Base ADAS typically monetizes through per-vehicle hardware/software bundles with an approximately $47–$50 system ASP. An OEM design win can become a multi-year production program, but nominations do not guarantee unit volumes, take rates, launch dates or margins.

The company is trying to increase revenue per equipped vehicle rather than relying only on vehicle-production growth. Cloud-Enhanced ADAS adds REM road-intelligence functions and software licensing to an existing EyeQ6 Lite program; Surround ADAS extends the sensing and driving functions on EyeQ6 High. SuperVision supports advanced supervised driving, Chauffeur targets higher-autonomy capability, and Mobileye Drive serves commercial vehicle/robotaxi partners. Moovit provides consumer-facing mobility applications and fleet orchestration; Mentee Robotics, acquired in 2026, develops humanoid robotics and related physical AI.

Business / Product	Monetization	Indicative Unit Economics / Stage	Importance
Base EyeQ ADAS	Per-vehicle chips/software across global OEM platforms	Roughly $47–$50 system ASP; 9.5M EyeQ shipments in Q3	Profitable volume foundation, but geography and software mix erode pricing
Cloud-Enhanced ADAS / REM	Added software / road intelligence; sometimes recurring licenses	Management describes low-single-digit dollars per car per year for cloud services, plus potentially tens of dollars of added software bundle content depending on program	Higher-margin software content with comparatively low hardware redesign
Surround ADAS	Integrated higher-content L2+ system	Roughly 2× base ADAS ASP, comparable gross-margin percentage per management	Large potential after 2028 production ramps
SuperVision	Higher-content driving system	Above $1,000 per car, gross margin closer to 40s%; Porsche EyeQ6H program targeted 2027	Nearer-term advanced-platform validation
Chauffeur	Level 3-oriented premium driving system	Around $2,500 ASP, gross margin closer to 40s%; Audi targeted 2028	Large per-vehicle gross-profit opportunity; meaningful execution risk
Mobileye Drive / Moovit / robotaxi	System supply, software updates and potentially service revenue	Driver-out milestones and economics not yet established	Optionality coupled with rising operational complexity
Mentee Robotics	Humanoid hardware, software, physical AI	Early development with planned 2027–2028 milestones	Long-dated adjacent option; governance and capital allocation risk

Management stated that its top-ten-customer shipments are expected to rise 7% for 2026 despite those automakers' roughly 5% aggregate production decline. Export volumes from Chinese automakers are contributing more than 1M additional units. These customers can nonetheless generate lower ASPs because the export configurations carry less Mobileye software content.

Business Takeaway

The investment case hinges on growth in gross profit per vehicle, not just EyeQ shipment counts. OEM design-win validation supports future growth, but the shift from base ADAS into higher-content revenue and actual cash earnings is still in progress.

ADAS fitment and rising Level 2+ adoption across mass-market vehicles remain structural growth drivers. Management cited a third-party projection of approximately 20% annual growth in global Level 2+ vehicle volume through the end of the decade; this is a segment volume forecast, not Mobileye's committed revenue growth. Emerging-market ADAS adoption, Chinese OEM exports and stricter safety requirements create volume opportunities. Production validation and OEM procurement cycles, however, are long, while Chinese domestic software stacks, in-house OEM programs and price sensitivity limit realizable economics.

Market-Share Analysis

Comparable same-definition market-share measures for Mobileye and all direct competitors were not verified. The company's 9.5M Q3 EyeQ units, its more than 250M installed vehicle base and management's >60% estimate for a narrow German Level 4 test-authorization set must not be presented as total global ADAS or autonomy market share.

Competitive Scale / Position

Company / Platform	Primary Position	Relative Scale	Growth Direction	Investment Relevance
Qualcomm Snapdragon Ride	Direct ADAS silicon/software and integrated compute platform	Large diversified semiconductor parent; automotive segment not a matched whole-company peer	Competes for OEM next-generation programs	Direct product architecture choice
NVIDIA DRIVE	Advanced-driving compute and development platform	Large diversified AI platform; auto revenue is a small consolidated part	Competes for OEM autonomy architecture	Architecture and ecosystem pressure
Horizon Robotics / Momenta	China-focused ADAS silicon and driving software stacks, respectively; product layers differ	China and Chinese OEM program exposure, not matched share series	May pursue Chinese OEMs abroad	Direct competitive relevance to export-program share/ASP
Bosch / Continental / Denso	Tier-1 ADAS system integration	Established supply-chain integration relationships	May partner or compete depending on program	Important purchase and integration alternatives
Ambarella CV-series automotive	Segment-specific automotive vision/perception compute	Automotive overlap only, not a full REM/SuperVision equivalent	Potential alternative for specific compute designs	Secondary rather than whole-stack competitor
OEM in-house ADAS / CARIAD / Wayve-enabled alternatives	OEM-owned or competing full driving-system architecture	Multi-sourced and heterogeneous	Next-generation VW and other nominations	Future program risk; does not automatically displace current VW nominations

Industry Takeaway

Mobileye's relative volume performance is encouraging, but the best market-growth outcome depends on defending a position in next-generation architectures while preserving profitable content per vehicle. No unsupported market-share percentages are imputed.

Competitive Landscape

Competitors are classified by the specific product and OEM purchasing decision. Shared participation in autonomous-driving technology does not make two businesses fully interchangeable.

Competitor	Market Share	Positioning	Advantages vs. Company	Disadvantages vs. Company	Current Direction
Qualcomm (QCOM)	No matched segment series	Snapdragon Ride silicon/software competing for ADAS architecture awards	Broad auto connectivity and compute integration	Total Qualcomm valuation dominated by other segments; Mobileye has a mature deployed perception stack and REM	Direct next-generation ADAS competitor
NVIDIA (NVDA)	No matched segment series	DRIVE compute/software ecosystem in high-end driving architectures	AI compute/developer ecosystem and simulation tooling	Consolidated data-center scale is not automotive unit share; Mobileye offers production ADAS stacks	Direct advanced-platform alternative
Horizon Robotics	No matched export market-share series	Chinese automotive ADAS compute platform	Local ecosystem and Chinese OEM relationships	Mobileye has validated export regulatory and functional-safety track record	Competitive threat for Chinese OEM programs abroad
Momenta	No matched share series	Chinese intelligent-driving software/system provider	Localized full-driving product capabilities and OEM partnerships	Not a like-for-like EyeQ chip supplier; Mobileye has broad installed perception and REM infrastructure	Alternative full-stack solution in some Chinese OEM programs
Bosch / Continental / Denso	No consistent equivalent series	Tier-1 ADAS integrated systems	Deep OEM system integration	Different hardware/software ownership by program; may be Mobileye customer/partner	Can compete or integrate Mobileye depending on award
Ambarella (AMBA)	No matched automotive share series	CV-series automotive perception/domain compute	Low-power vision and programmable video AI	Not an equivalent full SuperVision, REM or robotaxi stack	Segment-specific overlap only
OEM in-house systems / CARIAD / partners such as Wayve	No matched share series	Alternative future driving software stacks	OEM control over roadmap, data and future nominations	Delivery at global production scale requires validation; existing Mobileye VW programs remain nominated	Potential future architecture displacement rather than automatic cancellation of current awards

Moat Assessment

Mobileye has differentiated deployed perception/safety IP, REM road-intelligence data collected from a large vehicle base, production validation experience and long OEM integration relationships. These advantages support incumbency in base ADAS and future content expansion. They are not exclusive barriers to next-generation L2+/L3 systems: OEM multi-sourcing, Chinese suppliers, NVIDIA/Qualcomm ecosystems and in-house autonomy programs constrain share and pricing. Management expressly acknowledged fewer recent high-end nominations while prioritizing VW production programs rather than public demonstrations.

Moat direction: Weakening at the margin, with a credible route to stabilization if Porsche/Volkswagen launches prove production performance.

Competitive Takeaway

Mobileye's most defensible near-term position is proven global ADAS validation and distribution. Future high-content awards must be won against competing architectures; a lower-risk valuation requires evidence from production, not just demos or design-win announcements.

Historical Financials

Financial reporting periods follow the issuer's fiscal year: completed FY rows plus standalone current-year quarters and cumulative H1/9M for FY2026. Revenue, FCF and SBC are flows; cash is a period-end balance. FCF = operating cash flow minus property/equipment capex from SEC company facts; quarterly FCF after Q1 and any quarterly SBC derived from YTD are visibly marked. Missing values are N/D, not zero. Unit: USD millions. Data extracted from SEC-tagged filings as of 2026-11-07. Company-specific FCF definitions and acquisition effects may require further reconciliation.

Period	Revenue	Growth	Gross Margin	Operating Margin	FCF	FCF Margin	SBC	Diluted Shares	Cash	Debt
FY2024	1,654	-20.44%	44.80%	-32.04%	319	19.29%	279	809	1,426 (cash only)	50 (previous provider definition)
FY2025	1,894	+14.51%	47.73%	-23.23%	523	27.61%	277	813	1,836 (cash only)	62 (previous provider definition)
Q1 FY2026	$558	N/D	49.3%	-698.2%	$45 (derived: CFO - capex)	8.1%	$80	817	$1,211	N/D
Q2 FY2026	$508	N/D	46.3%	-5.9%	$114 (derived: current YTD - prior YTD)	22.4%	$88 (derived: current YTD - prior YTD)	818	$1,311	N/D
H1 FY2026	$1,066	N/D	47.8%	-368.3%	$159 (derived: CFO - capex)	14.9%	$168	817	$1,311	N/D
Q3 FY2026	$492	N/D	53.0%	-16.7%	$72 (derived: current YTD - prior YTD)	14.6%	$103 (derived: current YTD - prior YTD)	824	$1,346	N/D
9M FY2026	$1,558	N/D	49.5%	-257.3%	$231 (derived: CFO - capex)	14.8%	$271	820	$1,346	N/D

Supplemental historical reporting context (retained)

Supplemental historical reporting context (retained)

Supplemental historical reporting context (retained)

Latest quarter reconciliation: Revenue $492M versus $504M; GAAP gross margin 53% versus 48%; adjusted gross margin 64% versus 67%; GAAP operating loss $82M versus $109M; adjusted operating income $89M versus $74M; adjusted diluted EPS $0.11 versus $0.09. Crucially, Q3 adjusted operating income includes $51M in Israeli R&D Law grants. Subtracting that subsidy illustratively leaves $38M against the prior-year reported $74M, a 49% decline on a non-company-reported incentive-excluded comparison. The incentive can recur but depends on law, qualifying expenses and recognition thresholds; 2026 cash benefits are expected to begin arriving in 2028.

FY2026 guidance: Revenue $1.995–2.020B (midpoint $2.008B, raised $13M); adjusted operating income $380–420M (midpoint $400M, raised $5M), of which approximately $190M reflects the R&D grant. Thus incentive-excluded guided adjusted operating income is about $210M, an illustrative comparison rather than reported GAAP earnings. The underlying EyeQ unit outlook is unchanged. Management's midpoint implies Q4 revenue of about $450M and adjusted operating income near $60M.

Cash-flow quality: 9M operating cash flow was $303M versus $489M a year earlier; capex was $72M versus $52M; FCF therefore fell from $437M to $231M (-47%). In addition to the noncash grant-recognition receivable, receivables and inventories affected working capital. Cash and marketable securities/deposits are $1.499B ($1.346B + $153M). Mentee used $591M net acquisition cash in 2026, separately from FCF; repurchases used $33M. Nine-month SBC of $271M is substantial relative to FCF.

Financial Takeaways

Volume strength has not converted into stronger core profitability per vehicle. The $3.788B goodwill impairment is noncash but illustrates reduced business-value expectations; grant-supported adjusted income is not equivalent to near-term cash. Liquidity remains substantial and financial leverage low, yet post-SBC profitability, delayed government receipts and robotics spending require a lower valuation-confidence score.

Financial direction: Deteriorating in underlying margins/cash conversion despite resilient volumes and nominally stronger reported adjusted operating income.

Mandatory fundamental valuation refresh completed: 2026-11-02. This is a new underwriting of Q3 2026 operating evidence, FY2026 guidance, product timing, dilution and cash conversion—not a price-only refresh.

Current Valuation

Metric	Value
Price Snapshot	$5.59 — 2026-11-03 regular-session close, America/New_York
Shares Outstanding	~849.75M issued Class A + B, 2026-09-26 10-Q; latest market-data estimate ~850.17M is slightly higher
Market Capitalization	~$4.80B using filing shares × $5.65
Cash / Marketable Securities and Deposits	$1.499B as of 2026-09-26
Interest-Bearing Financial Debt	No material funded debt presented on September 26 balance sheet; lease liabilities not separately netted in illustrative EV
Enterprise Value	~$3.30B (market cap less $1.499B; approximate, before lease adjustments)
EV / FY2026 Revenue Midpoint	~1.65× ($3.30B / $2.008B)
EV / FY2026 Adjusted Operating Income Midpoint	~8.3×, including approximately $190M grant
EV / FY2026 Adjusted Operating Income ex Grant	~15.7× on illustrative $210M incentive-excluded adjusted profit
TTM GAAP P/E	Not meaningful due to operating losses and impairment

The 2026 grant is potentially recurring, so the 15.7× incentive-excluded reference is not automatically the correct multiple; it is a sensitivity to cash timing, statutory stability and product-level economics.

Comparable Company Analysis

Company	Relevance	Public / Private	Forward P/E	EV / Sales	Growth / Margin / Risk Context
MBLY — Mobileye Global	Subject	Public	Not relied on for GAAP-loss period	~1.65× on FY2026 revenue guide	OEM ADAS specialist; grant-adjusted margins, launch timing and SBC distinguish economics
Qualcomm (QCOM)	Snapdragon Ride is direct ADAS competitor; consolidated parent is secondary valuation anchor	Public	Quoted parent multiple; not an automotive-segment P/E	Parent multiple is not directly comparable	Diversified handset and licensing earnings dominate
NVIDIA (NVDA)	DRIVE competes in advanced-driving architecture; consolidated company is secondary anchor	Public	Quoted parent multiple; not a DRIVE P/E	Parent multiple is not directly comparable	Data-center AI dominates consolidated economics
Horizon Robotics	Competes for Chinese OEM automotive compute	Public	N/D — no same-scope current snapshot	N/D — no same-scope current snapshot	China/exports relevant; no like-for-like EBITDA or gross-margin series established
Momenta / Wayve	Intelligent-driving software alternatives for selected OEM platforms	Private	N/A — private	N/A — private	More relevant to autonomy system awards than to base EyeQ chip market
Ambarella (AMBA)	Segment-specific automotive CV compute overlap, not entire Mobileye stack	Public	Not used as a direct full-stack peer	Not used as a direct full-stack peer	Camera/edge AI mix prevents mechanical enterprise-multiple comparison
Bosch / Continental / Denso	Tier-1 ADAS integrators (partners, customers or rivals by program)	Mixed	N/D — no comparable isolated segment	N/D — no comparable isolated segment	Diverse product segments and integration models
OEM in-house ADAS	Build-versus-buy substitute	N/A	N/A	N/A	May reduce third-party content per car

Comparable takeaway: MBLY's ~1.65× guide-year EV/revenue does not alone establish cheapness; its cash-adjusted headline adjusted-profit multiple must be stress-tested for the grant and persistent SBC. Major competing groups' public parent multiples are not equivalent to Mobileye's automotive software/silicon cash flows. No mechanical peer-derived target is asserted.

Valuation Scenarios

Method: Present value of independently judged sustainable 2029 per-share earnings after recurring stock compensation and ongoing reinvestment, multiplied by the scenario P/E and discounted three years at 15%. No dividends assumed. The equity EPS model does not add cash a second time; current liquidity is already an input to sustaining forecasts and risk assessment. Economic 2029 share count is assumed around 900M–940M versus 849.75M today to recognize dilution risk. EBITDA and adjusted operating income, especially grant-related amounts, are not assumed to become equivalent to GAAP earnings. Revenue trajectories are checks on implied margin plausibility, not management guidance.

Scenario	Key Assumptions	Fair Value	Probability	Probability Rationale	Return From Price Snapshot
Bear	2029 revenue roughly flat from current ~$2.0B; sustainable EPS $0.12 after SBC, 15× P/E, 15% discount; ASP compression, slower launches or OEM insourcing constrain profitability.	$1.18	35%	Higher cash-conversion, governance and production risk than earlier review	-78.9%
Base	2029 revenue ~13% CAGR from current ~$2.0B (~$2.9B); sustainable EPS $0.55 after SBC, 23× P/E, 15% discount; Surround/Cloud ramp through 2028–29 with measured profitability, though driverless economics remain early.	$8.32	50%	Better than bear on validated design wins, but lower earnings than prior base	+48.8%
Bull	2029 revenue ~30% CAGR (~$4.4B); sustainable EPS $1.20 after SBC, 30× P/E, 15% discount; timely advanced-platform ramp, strong take rates and higher absolute gross profit per car.	$23.67	15%	Real upside, but timing and profitability make this a lower-probability case	+323.4%
Probability-Weighted	Sum of rounded fair values × probabilities	$8.12	100%	Scenario probability weighted	+45.3%

Explicit reconciliation versus 2026-10-21 model:

Assumption	Prior	Fresh Q3 Review	Rationale
2029 sustainable bear/base/bull EPS	$0.20 / $0.80 / $1.60	$0.12 / $0.55 / $1.20	Slower higher-content ramps, lower realized ASP, cash conversion and SBC burden
Revenue CAGR bear/base/bull	0% / 18% / 32%	0% / 13% / 30%	2026 only 5%–7% revenue guidance, with most new product revenue 2028+
Scenario P/Es	15× / 23× / 30×	15× / 23× / 30×	Retained as a transparent sensitivity: multiple range already recognizes maturity and upside risk
Discount rate	15%	15%	Retained because long-cycle, concentrated automotive execution and high risk still justify a demanding hurdle
Bear/base/bull weights	30% / 50% / 20%	35% / 50% / 15%	Greater downside weight given lower cash conversion and delayed commercialization
Scenario FVs	$1.97 / $12.10 / $31.56	$1.18 / $8.32 / $23.67	Re-underwritten sustainable EPS; not explained away by price change
P/W FV	$12.95	$8.12	-37.3% fundamental model revision independent of the falling share price
Risk / valuation confidence	39 / 100	35 / 100	Added cash timing, Mentee/robotaxi allocation and future-nomination uncertainty

For a consistency check, the base ~$2.9B 2029 revenue with ~920M economic shares and $0.55 sustainable EPS requires approximately 17.4% net margin after compensation. The bull ~$4.4B revenue and $1.20 EPS requires about 25% net margin. These margins are ambitious versus present GAAP losses; they are not guaranteed forecasts. The model includes no explicit separate value for an unproven Mentee Robotics or vertically integrated robotaxi business.

Valuation Takeaway

• Primary valuation method: Discounted 2029 sustainable after-SBC equity EPS, 15% annual hurdle, three scenario P/Es and explicitly probability-weighted results.
• Valuation refresh date / changes vs. previous valuation (including reasons for unchanged inputs): 2026-11-02; EPS and scenario probabilities reduced in light of Q3 unit economics, delayed product ramps and cash conversion. Terminal P/Es and 15% discount rate retained after reconsideration for the same risk profile.
• Cross-check methods: ~$3.30B approximate EV, ~1.65× FY2026 sales, and ~8.3× adjusted operating profit versus ~15.7× when stripping out ~190M R&D incentives; diversified peer multiples are not used as direct intrinsic-value inputs.
• Key valuation dependencies: Porsche SuperVision (2027), Audi Chauffeur (2028), 2028+ Surround/Cloud volume, EyeQ ASP stabilization, SBC dilution and recurring post-grant cash profits.
• Valuation confidence / Risk Level: 35/100 / High. Scenario probabilities are judgmental and outcomes wide; do not convert this risked fair value into a guaranteed price target.
• Margin-of-safety conclusion: Buy, but not Strong Buy, at 2026-11-02 close $5.65. Strong Buy ≤ $1.30; Buy >$1.30–$6.50; Avoid above $9.02. The same zones apply to the 2026-10-30 common-universe ranking price of $5.96.

Amnon Shashua announced a planned CEO transition in July 2026, subject to appointment of a successor, with a potential later chair role. Mobileye's strategic focus on Volkswagen production programs deliberately traded some near-term new nominations for engineering execution; management expects Porsche SuperVision's early-2027 launch to provide a more credible reference product for later awards. This is a reasonable technological strategy but increases customer/program concentration during commercialization.

The February 2026 Mentee Robotics deal requires particularly careful governance scrutiny. Q3's Form 10-Q recognizes $637M acquisition purchase consideration, including $607M cash and $23M of founder shares plus assumed options; an additional $207M of restricted founder shares is being treated as future compensation because it depends on continued employment. The filing discloses the total consideration attributed to Shashua as approximately $341M, while he was a Mentee co-founder and significant shareholder; he recused himself from the board's consideration. These amounts have distinct accounting treatments and should not be summed indiscriminately as initial purchase price. Mobileye paid $591M net cash in the cash-flow statement after cash acquired. Other related-party and control arrangements deserve continued monitoring.

Management is also building a vertically integrated robotaxi option while seeking outside partners for depots, fleet servicing and operations. The initial 2027 fleet target of 100 vehicles, and management's acknowledgment that remote supervision may initially require roughly one teleoperator per vehicle, reinforce that mature unit economics are unproven. The company bought back $33M through Q3 at an average price of $9.36 while its share price subsequently declined. Intel's controlling voting position reduces minority shareholders' influence.

Management Takeaway

World-class technical capabilities and OEM integration experience coexist with significant execution, succession and related-party capital-allocation concerns. Credit management for resilience in shipment volume, but require better evidence that investment in robotics and robotaxi will produce attractive incremental returns to common shareholders.

Analyzed call: Q3 2026, October 29, 2026; complete material analyst Q&A · Research snapshot: 2026-11-02

Q3 2026 earnings call, October 29, 2026. This table covers all nine analyst participants and all material question/follow-up themes in the latest call (not Q2). Questions are faithful paraphrases of the attributable analyst exchanges; management responses are complete paraphrases, not fabricated verbatim quotes. The official call and full transcript are in Material Sources.

Analyst / Firm	Core Question	Management Response	Research Read-Through
Chris McNally / Evercore ISI	How secure are Volkswagen's nominated 2027–2028 SuperVision, Chauffeur, Surround and Moia programs given CARIAD's new partnerships, Wayve reports and concern about Moia?	Shashua said the nominated VW programs are on production-intent hardware and remain on their expected 2027–2028 launch trajectory, with software hardening in progress. He said CARIAD has always pursued a separate future source and declined to comment on partner reporting or speculation.	Current nominated production is not automatically cancelled; future VW architectures remain open to competitors and require fresh awards.
Chris McNally / Evercore ISI	Does CARIAD's autonomy work concern later vehicle nominations rather than currently awarded Mobileye programs? How will Mobileye structure fleet operations for its own robotaxi deployment?	Shashua and Nehushtan confirmed that CARIAD's alternate sourcing concerns future architectures, not nominated programs. Nehushtan said Mobileye is working with partners on depots, parking, day-to-day maintenance and fleet operations; it targets a first-city platform launch in 2027 followed by gradual scaling.	Protects near-term VW thesis but highlights future second-source risk and robotaxi partner execution.
Dan Levy / Barclays	Why can Mobileye retain Chinese OEM export business as Horizon Robotics, Momenta and other domestic competitors seek to supply exports?	Nehushtan pointed to regulatory compliance, demanded safety/ADAS performance in Europe and other export markets, and multiple successful Chinese OEM decision cycles. He declined to forecast future share precisely.	Strong current relative position, but no guaranteed future export share or ASP protection.
Dan Levy / Barclays	How broad could the new Cloud-Enhanced ADAS awards become, and can they lead to deeper content and more advanced wins?	Nehushtan described Cloud-Enhanced upgrades to existing EyeQ6 Lite hardware using additional software validation rather than a new compute stack. This can build OEM confidence and serve as a bridge toward Surround ADAS, but he did not provide committed unit penetration or take rates.	Technology upgrade route is credible, but lifetime revenue remains contingent on volumes and customer adoption.
Edison Yu / Deutsche Bank	What are the 2027 milestones and vehicle-platform plans for Mobileye's internally directed robotaxi operation?	Shashua plans about 100 vehicles in one city in 2027, considering Orlando first and Miami later, with Mobileye coordinating the vehicle stack, upfit, operation, teleoperation and consumer-facing application. He described negotiations toward a scale-ready Level 4 platform for 2028 onward and sensor-cost reductions using imaging radar.	Real milestones, but self-operated services increase financial and execution complexity before economics are proved.
Edison Yu / Deutsche Bank	Will Mentee demonstrate an updated robot at CES, and does it need a world/spatial model capability internally?	Shashua said Mentee is developing its own world model, plans to show version 3.2 doing useful end-to-end tasks at CES, expects version 4 around end-Q1 2027, and is planning hundreds of production robots for 2028.	Concrete robotics milestones but commercial relevance and returns remain highly speculative.
Joseph Spak / UBS	Are automakers' changing autonomy architectures causing Mobileye to miss future advanced-program nominations?	Shashua acknowledged Mobileye deliberately prioritized bringing four VW programs to production over building demonstrations to win more short-term nominations. He believes a successful Porsche SuperVision deployment in early 2027 will improve future business development.	Material candid admission of near-term opportunity cost; production execution is a catalyst rather than already-proved advantage.
Joseph Spak / UBS	Was the raised FY2026 revenue guidance driven mainly by memory cost pass-through and Q3 SuperVision upside, or by stronger underlying EyeQ units?	Shemesh said some memory costs were already in the previous forecast, Q4 SuperVision volumes should be lower than Q3, and EyeQ full-year unit guidance has not changed.	Guidance raise is modest and not evidence of accelerating core unit demand.
Shreyas Patil / Wolfe Research	How should investors model higher memory prices and customer pass-through for a potentially much larger 2027 SuperVision program?	Shashua said 2027 customer pricing negotiations were still under way and expected a fuller account at the next earnings call; he emphasized prior experience passing through industrywide costs but made no explicit 2027 margin commitment.	Memory-cost reimbursement and margin effect remain unresolved for 2027.
Shreyas Patil / Wolfe Research	Could Chinese automakers shift to locally developed ADAS systems as they establish themselves in Europe or localize manufacturing?	Nehushtan argued European regulatory and consumer performance requirements favor Mobileye's established safety results, and did not expect localization alone to change supplier selection.	Export/regulatory moat is useful but does not preclude future indigenous solutions.
Shreyas Patil / Wolfe Research	What is the expected Q4 split of EyeQ shipments between Western OEMs and Chinese OEMs?	Shemesh declined to disclose exact regional volumes, but said demand from Chinese OEMs had been sustained all year, with more than 4.5M chips delivered to China and no anticipated material Q4 collapse.	Reinforces volume resilience while limiting visibility into regional ASP mix.
Mark Delaney / Goldman Sachs	What does rapid Level 2+ adoption and new Surround/REM awards imply for Mobileye's ASP over the next two to three years?	Shemesh cited continuing 2026 Chinese mix headwinds, possible higher bundled software demand and the potential for Cloud-Enhanced content to add several tens of dollars per unit. Nehushtan estimated base ASP around $47–$50, Surround around 2×, SuperVision over $1,000, and Chauffeur about $2,500, while emphasizing uncertain future volume/timing and lower percentage gross margins on premium systems.	Largest prospective driver of upside but cannot extrapolate design-win ASPs without production volumes, margins and take rates.
George Gianarikas / Canaccord Genuity	Has Tesla's reported FSD take rate prompted more OEM interest in Mobileye's advanced driving systems?	Shashua said Mobileye's SuperVision testing is performing well and expects production readiness to provide an effective demonstration. He described Tesla's reported uptake as a helpful market signal but gave no quantified inbound nominations or new bookings.	Broad demand tailwind remains prospective; production reference programs matter.
George Gianarikas / Canaccord Genuity	What remote-operator-to-vehicle ratio and network operations staffing are needed when Mobileye launches robotaxis?	Shashua said remote supervision may start at one operator per vehicle and improve over time; vision-language-model approaches could help reduce teleoperator attention per car, but he gave no current target ratio or unit-cost forecast.	Immediate robotaxi unit economics could be labor-intensive; avoid assuming mature scale margins.
Colin Rusch / Oppenheimer & Co.	Why did Mobileye invest in Beep and how does public/micro-transit affect robotaxi demand?	Nehushtan said Beep would be a partner for US fleet operations and maintenance, drawing on years of collaboration. Its public-transit relationships may also create demand; both opportunities are being evaluated.	Some operational responsibilities can be partnered, but deployment economics are not yet demonstrated.
Colin Rusch / Oppenheimer & Co.	Could new color LiDAR reduce sensor costs, or will Mobileye simplify its autonomous-driving sensor stack differently?	Shashua said Mobileye's long-term architecture bets on cameras plus its imaging radar and potentially eliminating LiDAR; he explicitly said the timing is unknown.	Attractive cost-reduction option, but not a current proven margin improvement.
Andrew Percoco / Morgan Stanley	Will 2027 EyeQ ASPs remain pressured before meaningful Surround and Cloud-Enhanced ramps begin in 2028–2029?	Nehushtan confirmed that meaningful Surround and Cloud-Enhanced launches are primarily 2028 events. Shemesh expects 2027 EyeQ ASP to be flatter than in 2026, possibly with modest erosion, rather than repeating 2026's approximately $2 ASP decline.	Directly supports lowering near-term ASP forecasts and 2029 earnings assumptions versus the earlier valuation.
Andrew Percoco / Morgan Stanley	Will 2027 Mentee robotics, GPU infrastructure and internal robotaxi development cause a significant increase in R&D or operating expenditure?	Shashua acknowledged some 2027 investment, including GPU farms, but said it was not expected to be major. He deferred detailed 2027 spending guidance to a later date.	Capital-spending trajectory remains insufficiently specified; keep valuation confidence conservative.

Analyst-Q&A Takeaway

Most important new admissions: VW will pursue an additional future autonomy source; management knowingly sacrificed some near-term advanced nominations to finish current VW programs; the new Surround/Cloud-Enhanced content ramps are chiefly 2028 events; 2027 memory reimbursement remains under negotiation; and robotaxi remote supervision may initially require one operator per vehicle. Answers strengthen confidence in today's EyeQ franchise and current program status but weaken the timing and risk assumptions necessary to sustain the prior $12.95 probability-weighted valuation.

Source	Type	Date / Period	What It Supports
Mobileye Q3 2026 results and guidance	Company IR / earnings release	2026-10-29	Q3 revenue, margins, grants, shipment and guidance metrics, OEM awards and product milestones
Q3 2026 earnings call and company transcript	Official earnings call / transcript	2026-10-29	Management's prepared remarks, strategic disclosures, entire Q&A
Q3 2026 complete transcript (text)	Third-party earnings call transcript	2026-10-29	Complete attributed material analyst questions and management responses
Mobileye 2026 Q3 Form 10-Q	Regulatory filing	Nine months ended 2026-09-26	Balance sheet, dilution, cash flow, Mentee accounting, Israel R&D incentives, goodwill and governance
MBLY historical regular-session prices	Market data	2026-11-02 close, plus 2026-10-30 universe close	Fresh valuation price and separately dated common-universe ranking price
MBLY share statistics / market multiples	Market data	2026-11-02	Market cap and public multiple cross-checks; filing share count used for primary equity-value calculation
MBLY historical income statement	Standardized statements	FY 2024–2025	Prior annual income and operating figures
MBLY historical balance sheet	Standardized statements	FY 2024–2025	Annual historical liquidity context
MBLY historical cash flows	Standardized statements	FY 2024–2025	Annual free cash flow and SBC history
QCOM valuation statistics	Secondary valuation anchor	Retrieved 2026-11-02	Diversified automotive silicon competitor; consolidated quoted valuation is not its automotive segment valuation
NVDA valuation statistics	Secondary valuation anchor	Retrieved 2026-11-02	DRIVE competitive overlap; consolidated multiple heavily reflects data-center AI
AMBA valuation statistics	Segment-specific valuation anchor	Retrieved 2026-11-02	Automotive perception/compute overlap, not a whole-company driving-stack equivalent
2025 10-K — supplier-layer ADAS competition	Regulatory filing	FY 2025	Operating competitor definitions and supplier/customer relationships
Earlier Q2 2026 earnings results	Company IR / previous review	Q2 2026	Prior operating assumptions and narrative comparison
Earlier Q2 2026 earnings call	Historical transcript	Q2 2026	Prior analyst questions, preserved as historical context rather than reused for Q3
Earlier valuation workpaper	Internal historical model	2026-10-21	Prior bear/base/bull financial assumptions, retained for comparison
SEC XBRL company facts — MBLY	Regulatory filing (as tagged)	FY2026, through 2026-09-26	Current-year standalone-quarter and year-to-date source facts for FCF, SBC, revenue and other reported metrics

Research context

• Company: Mobileye Global Inc.
• Ticker: MBLY
• Exchange: Nasdaq
• Sector / Industry: Automotive driver-assistance technology / automotive semiconductors and driving software
• Template version: 2.7
• Research date: 2026-11-02
• Valuation / score price snapshot: $5.59 — 2026-11-03 regular-session close, America/New_York
• Valuation refresh date: 2026-11-02
• Tracking tier: Primary Watchlist
• Owned: Yes
• Primary operating period reviewed: Q3 2026 (quarter ended 2026-09-26)
• Historical period reviewed: TTM Sep 2026, first nine months of 2026, FY 2025 and FY 2024
• Latest investor presentation reviewed: Q3 2026 earnings release and financial supplement; no additional slide deck relied on
• Latest earnings call reviewed: Q3 2026, October 29, 2026; complete material analyst Q&A
• Latest post-earnings management commentary reviewed: October 29 earnings call and same-day 10-Q
• Price snapshot date: 2026-11-03
• Price snapshot time / timezone: Regular-session close, America/New_York (including exchange half-days)
• Competitor / analyst-Q&A audit: 2026-11-02; direct rivals separated by product and customer overlap.

MBLY — Mobileye Global Inc.

Company & Research Metadata

• Company: Mobileye Global Inc.
• Ticker: MBLY
• Exchange: Nasdaq
• Sector / Industry: Automotive driver-assistance technology / automotive semiconductors and driving software
• Template version: 2.7
• Research date: 2026-11-02
• Valuation / score price snapshot: $5.59 — 2026-11-03 regular-session close, America/New_York
• Valuation refresh date: 2026-11-02
• Tracking tier: Primary Watchlist
• Owned: Yes
• Primary operating period reviewed: Q3 2026 (quarter ended 2026-09-26)
• Historical period reviewed: TTM Sep 2026, first nine months of 2026, FY 2025 and FY 2024
• Latest investor presentation reviewed: Q3 2026 earnings release and financial supplement; no additional slide deck relied on
• Latest earnings call reviewed: Q3 2026, October 29, 2026; complete material analyst Q&A
• Latest post-earnings management commentary reviewed: October 29 earnings call and same-day 10-Q
• Price snapshot date: 2026-11-03
• Price snapshot time / timezone: Regular-session close, America/New_York (including exchange half-days)
• Competitor / analyst-Q&A audit: 2026-11-02; direct rivals separated by product and customer overlap.

What's Changed Since Previous Review

Current Review: 2026-11-02

Previous Review: 2026-10-28 (competitor/Q&A audit; prior fundamental analysis based on Q2 2026, dated 2026-10-21)

Update Trigger: Q3 2026 earnings, updated FY2026 guidance, complete Q3 analyst Q&A, and mandatory fresh valuation reassessment

Area	Previous View	Current View	Investment Impact
Core EyeQ demand	Q2 mixed and flat revenue; OEM penetration supportive	Q3 EyeQ shipments 9.5M (+3% YoY); 9M units +11% against roughly -1% industry production	Confirms relative shipment resilience; protects core franchise thesis
Unit pricing / profitability	Prior margin headwinds; grant-adjusted economics required	Q3 revenue -2%; ASP -5%; adjusted gross margin 64% vs 67%; $51M grant within $89M adjusted operating income	Lower confidence in near-term underlying earnings quality
Advanced driving products	Long-duration SuperVision, Chauffeur, Surround and REM opportunity	New Cloud-Enhanced awards including Stellantis expansion and two Asian OEMs; Porsche SuperVision targeted early 2027, Audi Chauffeur 2028; majority of new Surround/Cloud ramps 2028+	Validates product relevance, but pushes meaningful monetization further out
Cash conversion and capital allocation	Strong liquidity, high SBC and execution risk	9M FCF $231M vs $437M; cash/deposits $1.499B; Mentee acquisition cash use and continuing robotics/robotaxi plans	Higher cost of waiting; reduces confidence and normalized future earnings
Valuation	Bear/base/bull $1.97/$12.10/$31.56, P/W FV $12.95, confidence 39	Bear/base/bull $1.18/$8.32/$23.67, P/W FV $8.12; 2026-11-02 share price $5.65; confidence 35	Fundamental fair-value reduction, partly counterbalanced by lower stock price

Thesis: Weakened modestly. EyeQ shipment strength and new design wins affirm competitive relevance, but 2028-centered ramps, lower ASPs, reduced FCF and incentive-dependent headline operating profit warrant a less optimistic risk-weighted valuation. The prior long-duration thesis is preserved; the forecast and probability assumptions have been explicitly revised.

Investment Snapshot

Two dated price conventions: Fresh company valuation and scenario returns below use the 2026-11-02 $5.65 closing price. The shared #28 rank is calculated with the existing 2026-10-30 common-universe $5.96 price so the 76-company ranking is not silently mixed across trading dates. Both price conventions produce the same 59.9 Opportunity Score because its upside and bear-return components are capped.

Metric	Current View
Price Snapshot	$5.59 — 2026-11-03 regular-session close, America/New_York
Rating / Zone Status	Buy
Bear / Base / Bull Fair Value	$1.18 / $8.32 / $23.67
Scenario Probabilities	35% / 50% / 15%
Probability-Weighted Fair Value	$8.12
Probability-Weighted Expected Return	+45.3%
Bear-Case Return	-78.9%
Strong Buy Zone	≤ $1.30
Buy Zone	>$1.30–$6.50
Avoid Chasing Above	> $9.02
Quality Score / Tier	65.4 / Tier B
Opportunity Score / Rank	59.9 / #23 of 76
Risk Level	High
Tracking / Ownership	Primary Watchlist / Owned

Decision rationale: MBLY qualifies as Buy mechanically at $5.65 because the $8.12 probability-weighted value implies +43.7% upside, but the very low $1.18 bear value and a 35/100 confidence score prevent a Strong Buy assessment. This is an execution-dependent recovery, not a proven compounding business; high-content production launches and post-incentive cash generation are the decisive tests.

Investment Thesis

Mobileye's installed base of more than 250 million EyeQ-equipped vehicles, road-intelligence data, validated perception systems and long-cycle OEM relationships create a credible platform for moving from low-price base ADAS chips to higher-value integrated driving systems. Its core unit growth outpaced auto production through the first nine months of 2026, and new Stellantis, Asian-OEM and Surround ADAS awards add concrete evidence of product relevance.

Yet volume is not value creation by itself. Q3 revenue contracted despite higher EyeQ shipments, the core system ASP declined roughly 5%, and adjusted gross margin fell three points. More than half of reported Q3 adjusted operating income came from an Israeli R&D incentive for which cash realization is expected to lag until 2028. Meanwhile, SuperVision/Porsche is a 2027 milestone, Chauffeur/Audi remains aimed at 2028, and most newly announced Surround/Cloud programs are 2028+ launches. Mentee Robotics and a more integrated robotaxi program add capital-allocation complexity before their incremental returns are demonstrated.

Core valuation question: Can Mobileye turn software-content wins and safety/validation advantages into durable after-SBC earnings and free cash flow per share before lower-cost Chinese platforms, OEM internal stacks and competing autonomy architectures undermine unit economics?

What the Market May Be Mispricing

Debate	Research judgment
Durability of base EyeQ franchise	Unit demand is proving resilient, but ASP, software-content mix and second-chip programs limit near-term gross profit per unit.
Monetization from high-content products	Surround (~2× base ASP), SuperVision (> $1,000/system) and Chauffeur (~$2,500/system) offer upside, but launch dates, take rates and margins are not guaranteed.
Operating cash generation after grants, SBC and investment	R&D incentives have economic value but are not cash today; nine-month FCF fell 47%, while share-based compensation and robotics investment remain significant.

Business Overview

Mobileye sells integrated computer-vision and driver-assistance technology to automotive OEMs and their Tier-1 suppliers. The core EyeQ processors run proprietary perception software for safety functions such as collision avoidance and lane keeping. Base ADAS typically monetizes through per-vehicle hardware/software bundles with an approximately $47–$50 system ASP. An OEM design win can become a multi-year production program, but nominations do not guarantee unit volumes, take rates, launch dates or margins.

The company is trying to increase revenue per equipped vehicle rather than relying only on vehicle-production growth. Cloud-Enhanced ADAS adds REM road-intelligence functions and software licensing to an existing EyeQ6 Lite program; Surround ADAS extends the sensing and driving functions on EyeQ6 High. SuperVision supports advanced supervised driving, Chauffeur targets higher-autonomy capability, and Mobileye Drive serves commercial vehicle/robotaxi partners. Moovit provides consumer-facing mobility applications and fleet orchestration; Mentee Robotics, acquired in 2026, develops humanoid robotics and related physical AI.

Business / Product	Monetization	Indicative Unit Economics / Stage	Importance
Base EyeQ ADAS	Per-vehicle chips/software across global OEM platforms	Roughly $47–$50 system ASP; 9.5M EyeQ shipments in Q3	Profitable volume foundation, but geography and software mix erode pricing
Cloud-Enhanced ADAS / REM	Added software / road intelligence; sometimes recurring licenses	Management describes low-single-digit dollars per car per year for cloud services, plus potentially tens of dollars of added software bundle content depending on program	Higher-margin software content with comparatively low hardware redesign
Surround ADAS	Integrated higher-content L2+ system	Roughly 2× base ADAS ASP, comparable gross-margin percentage per management	Large potential after 2028 production ramps
SuperVision	Higher-content driving system	Above $1,000 per car, gross margin closer to 40s%; Porsche EyeQ6H program targeted 2027	Nearer-term advanced-platform validation
Chauffeur	Level 3-oriented premium driving system	Around $2,500 ASP, gross margin closer to 40s%; Audi targeted 2028	Large per-vehicle gross-profit opportunity; meaningful execution risk
Mobileye Drive / Moovit / robotaxi	System supply, software updates and potentially service revenue	Driver-out milestones and economics not yet established	Optionality coupled with rising operational complexity
Mentee Robotics	Humanoid hardware, software, physical AI	Early development with planned 2027–2028 milestones	Long-dated adjacent option; governance and capital allocation risk

Management stated that its top-ten-customer shipments are expected to rise 7% for 2026 despite those automakers' roughly 5% aggregate production decline. Export volumes from Chinese automakers are contributing more than 1M additional units. These customers can nonetheless generate lower ASPs because the export configurations carry less Mobileye software content.

Business Takeaway

The investment case hinges on growth in gross profit per vehicle, not just EyeQ shipment counts. OEM design-win validation supports future growth, but the shift from base ADAS into higher-content revenue and actual cash earnings is still in progress.

Industry, TAM & Market Share

ADAS fitment and rising Level 2+ adoption across mass-market vehicles remain structural growth drivers. Management cited a third-party projection of approximately 20% annual growth in global Level 2+ vehicle volume through the end of the decade; this is a segment volume forecast, not Mobileye's committed revenue growth. Emerging-market ADAS adoption, Chinese OEM exports and stricter safety requirements create volume opportunities. Production validation and OEM procurement cycles, however, are long, while Chinese domestic software stacks, in-house OEM programs and price sensitivity limit realizable economics.

Market-Share Analysis

Comparable same-definition market-share measures for Mobileye and all direct competitors were not verified. The company's 9.5M Q3 EyeQ units, its more than 250M installed vehicle base and management's >60% estimate for a narrow German Level 4 test-authorization set must not be presented as total global ADAS or autonomy market share.

Competitive Scale / Position

Company / Platform	Primary Position	Relative Scale	Growth Direction	Investment Relevance
Qualcomm Snapdragon Ride	Direct ADAS silicon/software and integrated compute platform	Large diversified semiconductor parent; automotive segment not a matched whole-company peer	Competes for OEM next-generation programs	Direct product architecture choice
NVIDIA DRIVE	Advanced-driving compute and development platform	Large diversified AI platform; auto revenue is a small consolidated part	Competes for OEM autonomy architecture	Architecture and ecosystem pressure
Horizon Robotics / Momenta	China-focused ADAS silicon and driving software stacks, respectively; product layers differ	China and Chinese OEM program exposure, not matched share series	May pursue Chinese OEMs abroad	Direct competitive relevance to export-program share/ASP
Bosch / Continental / Denso	Tier-1 ADAS system integration	Established supply-chain integration relationships	May partner or compete depending on program	Important purchase and integration alternatives
Ambarella CV-series automotive	Segment-specific automotive vision/perception compute	Automotive overlap only, not a full REM/SuperVision equivalent	Potential alternative for specific compute designs	Secondary rather than whole-stack competitor
OEM in-house ADAS / CARIAD / Wayve-enabled alternatives	OEM-owned or competing full driving-system architecture	Multi-sourced and heterogeneous	Next-generation VW and other nominations	Future program risk; does not automatically displace current VW nominations

Industry Takeaway

Mobileye's relative volume performance is encouraging, but the best market-growth outcome depends on defending a position in next-generation architectures while preserving profitable content per vehicle. No unsupported market-share percentages are imputed.

Customer Economics

In Q3, EyeQ shipments rose about 3% year over year to 9.5M units, but average system pricing declined roughly 5%. Lower-software-content Chinese OEM exports and lower-priced second-chip configurations explain much of the disconnect between units and revenue. Higher hardware costs and mix contributed to adjusted gross margin falling from 67% to 64%. A $7M memory-cost pass-through raised recognized revenue with zero incremental gross profit, another reason not to equate sales growth with better unit economics.

Cloud-Enhanced ADAS can add software functionality to an already-qualified EyeQ6 platform, reducing incremental hardware integration work. Management describes approximately a few tens of dollars per EyeQ in some enhanced software bundles, while certain REM cloud services contribute low single-digit dollars per vehicle annually or are sold through upfront licenses. Surround ADAS has roughly twice base ASP; SuperVision and Chauffeur are much higher-ticket systems but at gross margins around the 40s%, versus higher percentage margin for base ADAS. Long qualification and vehicle-production curves mean bookings, design wins and revenue recognition must remain separate.

Customer-Economics Takeaway

More units are not yet generating proportionate incremental gross profit. The pivotal test is whether post-2027 software and integrated ADAS attach rates more than offset export-market mix dilution and supplier-cost pressure.

Competitive Landscape & Moat

Competitive Landscape

Competitors are classified by the specific product and OEM purchasing decision. Shared participation in autonomous-driving technology does not make two businesses fully interchangeable.

Competitor	Market Share	Positioning	Advantages vs. Company	Disadvantages vs. Company	Current Direction
Qualcomm (QCOM)	No matched segment series	Snapdragon Ride silicon/software competing for ADAS architecture awards	Broad auto connectivity and compute integration	Total Qualcomm valuation dominated by other segments; Mobileye has a mature deployed perception stack and REM	Direct next-generation ADAS competitor
NVIDIA (NVDA)	No matched segment series	DRIVE compute/software ecosystem in high-end driving architectures	AI compute/developer ecosystem and simulation tooling	Consolidated data-center scale is not automotive unit share; Mobileye offers production ADAS stacks	Direct advanced-platform alternative
Horizon Robotics	No matched export market-share series	Chinese automotive ADAS compute platform	Local ecosystem and Chinese OEM relationships	Mobileye has validated export regulatory and functional-safety track record	Competitive threat for Chinese OEM programs abroad
Momenta	No matched share series	Chinese intelligent-driving software/system provider	Localized full-driving product capabilities and OEM partnerships	Not a like-for-like EyeQ chip supplier; Mobileye has broad installed perception and REM infrastructure	Alternative full-stack solution in some Chinese OEM programs
Bosch / Continental / Denso	No consistent equivalent series	Tier-1 ADAS integrated systems	Deep OEM system integration	Different hardware/software ownership by program; may be Mobileye customer/partner	Can compete or integrate Mobileye depending on award
Ambarella (AMBA)	No matched automotive share series	CV-series automotive perception/domain compute	Low-power vision and programmable video AI	Not an equivalent full SuperVision, REM or robotaxi stack	Segment-specific overlap only
OEM in-house systems / CARIAD / partners such as Wayve	No matched share series	Alternative future driving software stacks	OEM control over roadmap, data and future nominations	Delivery at global production scale requires validation; existing Mobileye VW programs remain nominated	Potential future architecture displacement rather than automatic cancellation of current awards

Moat Assessment

Mobileye has differentiated deployed perception/safety IP, REM road-intelligence data collected from a large vehicle base, production validation experience and long OEM integration relationships. These advantages support incumbency in base ADAS and future content expansion. They are not exclusive barriers to next-generation L2+/L3 systems: OEM multi-sourcing, Chinese suppliers, NVIDIA/Qualcomm ecosystems and in-house autonomy programs constrain share and pricing. Management expressly acknowledged fewer recent high-end nominations while prioritizing VW production programs rather than public demonstrations.

Moat direction: Weakening at the margin, with a credible route to stabilization if Porsche/Volkswagen launches prove production performance.

Competitive Takeaway

Mobileye's most defensible near-term position is proven global ADAS validation and distribution. Future high-content awards must be won against competing architectures; a lower-risk valuation requires evidence from production, not just demos or design-win announcements.

Financial Profile

Historical Financials

Financial reporting periods follow the issuer's fiscal year: completed FY rows plus standalone current-year quarters and cumulative H1/9M for FY2026. Revenue, FCF and SBC are flows; cash is a period-end balance. FCF = operating cash flow minus property/equipment capex from SEC company facts; quarterly FCF after Q1 and any quarterly SBC derived from YTD are visibly marked. Missing values are N/D, not zero. Unit: USD millions. Data extracted from SEC-tagged filings as of 2026-11-07. Company-specific FCF definitions and acquisition effects may require further reconciliation.

Period	Revenue	Growth	Gross Margin	Operating Margin	FCF	FCF Margin	SBC	Diluted Shares	Cash	Debt
FY2024	1,654	-20.44%	44.80%	-32.04%	319	19.29%	279	809	1,426 (cash only)	50 (previous provider definition)
FY2025	1,894	+14.51%	47.73%	-23.23%	523	27.61%	277	813	1,836 (cash only)	62 (previous provider definition)
Q1 FY2026	$558	N/D	49.3%	-698.2%	$45 (derived: CFO - capex)	8.1%	$80	817	$1,211	N/D
Q2 FY2026	$508	N/D	46.3%	-5.9%	$114 (derived: current YTD - prior YTD)	22.4%	$88 (derived: current YTD - prior YTD)	818	$1,311	N/D
H1 FY2026	$1,066	N/D	47.8%	-368.3%	$159 (derived: CFO - capex)	14.9%	$168	817	$1,311	N/D
Q3 FY2026	$492	N/D	53.0%	-16.7%	$72 (derived: current YTD - prior YTD)	14.6%	$103 (derived: current YTD - prior YTD)	824	$1,346	N/D
9M FY2026	$1,558	N/D	49.5%	-257.3%	$231 (derived: CFO - capex)	14.8%	$271	820	$1,346	N/D

Supplemental historical reporting context (retained)

Supplemental historical reporting context (retained)

Supplemental historical reporting context (retained)

Latest quarter reconciliation: Revenue $492M versus $504M; GAAP gross margin 53% versus 48%; adjusted gross margin 64% versus 67%; GAAP operating loss $82M versus $109M; adjusted operating income $89M versus $74M; adjusted diluted EPS $0.11 versus $0.09. Crucially, Q3 adjusted operating income includes $51M in Israeli R&D Law grants. Subtracting that subsidy illustratively leaves $38M against the prior-year reported $74M, a 49% decline on a non-company-reported incentive-excluded comparison. The incentive can recur but depends on law, qualifying expenses and recognition thresholds; 2026 cash benefits are expected to begin arriving in 2028.

FY2026 guidance: Revenue $1.995–2.020B (midpoint $2.008B, raised $13M); adjusted operating income $380–420M (midpoint $400M, raised $5M), of which approximately $190M reflects the R&D grant. Thus incentive-excluded guided adjusted operating income is about $210M, an illustrative comparison rather than reported GAAP earnings. The underlying EyeQ unit outlook is unchanged. Management's midpoint implies Q4 revenue of about $450M and adjusted operating income near $60M.

Cash-flow quality: 9M operating cash flow was $303M versus $489M a year earlier; capex was $72M versus $52M; FCF therefore fell from $437M to $231M (-47%). In addition to the noncash grant-recognition receivable, receivables and inventories affected working capital. Cash and marketable securities/deposits are $1.499B ($1.346B + $153M). Mentee used $591M net acquisition cash in 2026, separately from FCF; repurchases used $33M. Nine-month SBC of $271M is substantial relative to FCF.

Financial Takeaways

Volume strength has not converted into stronger core profitability per vehicle. The $3.788B goodwill impairment is noncash but illustrates reduced business-value expectations; grant-supported adjusted income is not equivalent to near-term cash. Liquidity remains substantial and financial leverage low, yet post-SBC profitability, delayed government receipts and robotics spending require a lower valuation-confidence score.

Financial direction: Deteriorating in underlying margins/cash conversion despite resilient volumes and nominally stronger reported adjusted operating income.

Management & Capital Allocation

Amnon Shashua announced a planned CEO transition in July 2026, subject to appointment of a successor, with a potential later chair role. Mobileye's strategic focus on Volkswagen production programs deliberately traded some near-term new nominations for engineering execution; management expects Porsche SuperVision's early-2027 launch to provide a more credible reference product for later awards. This is a reasonable technological strategy but increases customer/program concentration during commercialization.

The February 2026 Mentee Robotics deal requires particularly careful governance scrutiny. Q3's Form 10-Q recognizes $637M acquisition purchase consideration, including $607M cash and $23M of founder shares plus assumed options; an additional $207M of restricted founder shares is being treated as future compensation because it depends on continued employment. The filing discloses the total consideration attributed to Shashua as approximately $341M, while he was a Mentee co-founder and significant shareholder; he recused himself from the board's consideration. These amounts have distinct accounting treatments and should not be summed indiscriminately as initial purchase price. Mobileye paid $591M net cash in the cash-flow statement after cash acquired. Other related-party and control arrangements deserve continued monitoring.

Management is also building a vertically integrated robotaxi option while seeking outside partners for depots, fleet servicing and operations. The initial 2027 fleet target of 100 vehicles, and management's acknowledgment that remote supervision may initially require roughly one teleoperator per vehicle, reinforce that mature unit economics are unproven. The company bought back $33M through Q3 at an average price of $9.36 while its share price subsequently declined. Intel's controlling voting position reduces minority shareholders' influence.

Management Takeaway

World-class technical capabilities and OEM integration experience coexist with significant execution, succession and related-party capital-allocation concerns. Credit management for resilience in shipment volume, but require better evidence that investment in robotics and robotaxi will produce attractive incremental returns to common shareholders.

Valuation

Mandatory fundamental valuation refresh completed: 2026-11-02. This is a new underwriting of Q3 2026 operating evidence, FY2026 guidance, product timing, dilution and cash conversion—not a price-only refresh.

Current Valuation

Metric	Value
Price Snapshot	$5.59 — 2026-11-03 regular-session close, America/New_York
Shares Outstanding	~849.75M issued Class A + B, 2026-09-26 10-Q; latest market-data estimate ~850.17M is slightly higher
Market Capitalization	~$4.80B using filing shares × $5.65
Cash / Marketable Securities and Deposits	$1.499B as of 2026-09-26
Interest-Bearing Financial Debt	No material funded debt presented on September 26 balance sheet; lease liabilities not separately netted in illustrative EV
Enterprise Value	~$3.30B (market cap less $1.499B; approximate, before lease adjustments)
EV / FY2026 Revenue Midpoint	~1.65× ($3.30B / $2.008B)
EV / FY2026 Adjusted Operating Income Midpoint	~8.3×, including approximately $190M grant
EV / FY2026 Adjusted Operating Income ex Grant	~15.7× on illustrative $210M incentive-excluded adjusted profit
TTM GAAP P/E	Not meaningful due to operating losses and impairment

The 2026 grant is potentially recurring, so the 15.7× incentive-excluded reference is not automatically the correct multiple; it is a sensitivity to cash timing, statutory stability and product-level economics.

Comparable Company Analysis

Company	Relevance	Public / Private	Forward P/E	EV / Sales	Growth / Margin / Risk Context
MBLY — Mobileye Global	Subject	Public	Not relied on for GAAP-loss period	~1.65× on FY2026 revenue guide	OEM ADAS specialist; grant-adjusted margins, launch timing and SBC distinguish economics
Qualcomm (QCOM)	Snapdragon Ride is direct ADAS competitor; consolidated parent is secondary valuation anchor	Public	Quoted parent multiple; not an automotive-segment P/E	Parent multiple is not directly comparable	Diversified handset and licensing earnings dominate
NVIDIA (NVDA)	DRIVE competes in advanced-driving architecture; consolidated company is secondary anchor	Public	Quoted parent multiple; not a DRIVE P/E	Parent multiple is not directly comparable	Data-center AI dominates consolidated economics
Horizon Robotics	Competes for Chinese OEM automotive compute	Public	N/D — no same-scope current snapshot	N/D — no same-scope current snapshot	China/exports relevant; no like-for-like EBITDA or gross-margin series established
Momenta / Wayve	Intelligent-driving software alternatives for selected OEM platforms	Private	N/A — private	N/A — private	More relevant to autonomy system awards than to base EyeQ chip market
Ambarella (AMBA)	Segment-specific automotive CV compute overlap, not entire Mobileye stack	Public	Not used as a direct full-stack peer	Not used as a direct full-stack peer	Camera/edge AI mix prevents mechanical enterprise-multiple comparison
Bosch / Continental / Denso	Tier-1 ADAS integrators (partners, customers or rivals by program)	Mixed	N/D — no comparable isolated segment	N/D — no comparable isolated segment	Diverse product segments and integration models
OEM in-house ADAS	Build-versus-buy substitute	N/A	N/A	N/A	May reduce third-party content per car

Comparable takeaway: MBLY's ~1.65× guide-year EV/revenue does not alone establish cheapness; its cash-adjusted headline adjusted-profit multiple must be stress-tested for the grant and persistent SBC. Major competing groups' public parent multiples are not equivalent to Mobileye's automotive software/silicon cash flows. No mechanical peer-derived target is asserted.

Valuation Scenarios

Method: Present value of independently judged sustainable 2029 per-share earnings after recurring stock compensation and ongoing reinvestment, multiplied by the scenario P/E and discounted three years at 15%. No dividends assumed. The equity EPS model does not add cash a second time; current liquidity is already an input to sustaining forecasts and risk assessment. Economic 2029 share count is assumed around 900M–940M versus 849.75M today to recognize dilution risk. EBITDA and adjusted operating income, especially grant-related amounts, are not assumed to become equivalent to GAAP earnings. Revenue trajectories are checks on implied margin plausibility, not management guidance.

Scenario	Key Assumptions	Fair Value	Probability	Probability Rationale	Return From Price Snapshot
Bear	2029 revenue roughly flat from current ~$2.0B; sustainable EPS $0.12 after SBC, 15× P/E, 15% discount; ASP compression, slower launches or OEM insourcing constrain profitability.	$1.18	35%	Higher cash-conversion, governance and production risk than earlier review	-78.9%
Base	2029 revenue ~13% CAGR from current ~$2.0B (~$2.9B); sustainable EPS $0.55 after SBC, 23× P/E, 15% discount; Surround/Cloud ramp through 2028–29 with measured profitability, though driverless economics remain early.	$8.32	50%	Better than bear on validated design wins, but lower earnings than prior base	+48.8%
Bull	2029 revenue ~30% CAGR (~$4.4B); sustainable EPS $1.20 after SBC, 30× P/E, 15% discount; timely advanced-platform ramp, strong take rates and higher absolute gross profit per car.	$23.67	15%	Real upside, but timing and profitability make this a lower-probability case	+323.4%
Probability-Weighted	Sum of rounded fair values × probabilities	$8.12	100%	Scenario probability weighted	+45.3%

Explicit reconciliation versus 2026-10-21 model:

Assumption	Prior	Fresh Q3 Review	Rationale
2029 sustainable bear/base/bull EPS	$0.20 / $0.80 / $1.60	$0.12 / $0.55 / $1.20	Slower higher-content ramps, lower realized ASP, cash conversion and SBC burden
Revenue CAGR bear/base/bull	0% / 18% / 32%	0% / 13% / 30%	2026 only 5%–7% revenue guidance, with most new product revenue 2028+
Scenario P/Es	15× / 23× / 30×	15× / 23× / 30×	Retained as a transparent sensitivity: multiple range already recognizes maturity and upside risk
Discount rate	15%	15%	Retained because long-cycle, concentrated automotive execution and high risk still justify a demanding hurdle
Bear/base/bull weights	30% / 50% / 20%	35% / 50% / 15%	Greater downside weight given lower cash conversion and delayed commercialization
Scenario FVs	$1.97 / $12.10 / $31.56	$1.18 / $8.32 / $23.67	Re-underwritten sustainable EPS; not explained away by price change
P/W FV	$12.95	$8.12	-37.3% fundamental model revision independent of the falling share price
Risk / valuation confidence	39 / 100	35 / 100	Added cash timing, Mentee/robotaxi allocation and future-nomination uncertainty

For a consistency check, the base ~$2.9B 2029 revenue with ~920M economic shares and $0.55 sustainable EPS requires approximately 17.4% net margin after compensation. The bull ~$4.4B revenue and $1.20 EPS requires about 25% net margin. These margins are ambitious versus present GAAP losses; they are not guaranteed forecasts. The model includes no explicit separate value for an unproven Mentee Robotics or vertically integrated robotaxi business.

Valuation Takeaway

• Primary valuation method: Discounted 2029 sustainable after-SBC equity EPS, 15% annual hurdle, three scenario P/Es and explicitly probability-weighted results.
• Valuation refresh date / changes vs. previous valuation (including reasons for unchanged inputs): 2026-11-02; EPS and scenario probabilities reduced in light of Q3 unit economics, delayed product ramps and cash conversion. Terminal P/Es and 15% discount rate retained after reconsideration for the same risk profile.
• Cross-check methods: ~$3.30B approximate EV, ~1.65× FY2026 sales, and ~8.3× adjusted operating profit versus ~15.7× when stripping out ~190M R&D incentives; diversified peer multiples are not used as direct intrinsic-value inputs.
• Key valuation dependencies: Porsche SuperVision (2027), Audi Chauffeur (2028), 2028+ Surround/Cloud volume, EyeQ ASP stabilization, SBC dilution and recurring post-grant cash profits.
• Valuation confidence / Risk Level: 35/100 / High. Scenario probabilities are judgmental and outcomes wide; do not convert this risked fair value into a guaranteed price target.
• Margin-of-safety conclusion: Buy, but not Strong Buy, at 2026-11-02 close $5.65. Strong Buy ≤ $1.30; Buy >$1.30–$6.50; Avoid above $9.02. The same zones apply to the 2026-10-30 common-universe ranking price of $5.96.

Analyst Questions

Q3 2026 earnings call, October 29, 2026. This table covers all nine analyst participants and all material question/follow-up themes in the latest call (not Q2). Questions are faithful paraphrases of the attributable analyst exchanges; management responses are complete paraphrases, not fabricated verbatim quotes. The official call and full transcript are in Material Sources.

Analyst / Firm	Core Question	Management Response	Research Read-Through
Chris McNally / Evercore ISI	How secure are Volkswagen's nominated 2027–2028 SuperVision, Chauffeur, Surround and Moia programs given CARIAD's new partnerships, Wayve reports and concern about Moia?	Shashua said the nominated VW programs are on production-intent hardware and remain on their expected 2027–2028 launch trajectory, with software hardening in progress. He said CARIAD has always pursued a separate future source and declined to comment on partner reporting or speculation.	Current nominated production is not automatically cancelled; future VW architectures remain open to competitors and require fresh awards.
Chris McNally / Evercore ISI	Does CARIAD's autonomy work concern later vehicle nominations rather than currently awarded Mobileye programs? How will Mobileye structure fleet operations for its own robotaxi deployment?	Shashua and Nehushtan confirmed that CARIAD's alternate sourcing concerns future architectures, not nominated programs. Nehushtan said Mobileye is working with partners on depots, parking, day-to-day maintenance and fleet operations; it targets a first-city platform launch in 2027 followed by gradual scaling.	Protects near-term VW thesis but highlights future second-source risk and robotaxi partner execution.
Dan Levy / Barclays	Why can Mobileye retain Chinese OEM export business as Horizon Robotics, Momenta and other domestic competitors seek to supply exports?	Nehushtan pointed to regulatory compliance, demanded safety/ADAS performance in Europe and other export markets, and multiple successful Chinese OEM decision cycles. He declined to forecast future share precisely.	Strong current relative position, but no guaranteed future export share or ASP protection.
Dan Levy / Barclays	How broad could the new Cloud-Enhanced ADAS awards become, and can they lead to deeper content and more advanced wins?	Nehushtan described Cloud-Enhanced upgrades to existing EyeQ6 Lite hardware using additional software validation rather than a new compute stack. This can build OEM confidence and serve as a bridge toward Surround ADAS, but he did not provide committed unit penetration or take rates.	Technology upgrade route is credible, but lifetime revenue remains contingent on volumes and customer adoption.
Edison Yu / Deutsche Bank	What are the 2027 milestones and vehicle-platform plans for Mobileye's internally directed robotaxi operation?	Shashua plans about 100 vehicles in one city in 2027, considering Orlando first and Miami later, with Mobileye coordinating the vehicle stack, upfit, operation, teleoperation and consumer-facing application. He described negotiations toward a scale-ready Level 4 platform for 2028 onward and sensor-cost reductions using imaging radar.	Real milestones, but self-operated services increase financial and execution complexity before economics are proved.
Edison Yu / Deutsche Bank	Will Mentee demonstrate an updated robot at CES, and does it need a world/spatial model capability internally?	Shashua said Mentee is developing its own world model, plans to show version 3.2 doing useful end-to-end tasks at CES, expects version 4 around end-Q1 2027, and is planning hundreds of production robots for 2028.	Concrete robotics milestones but commercial relevance and returns remain highly speculative.
Joseph Spak / UBS	Are automakers' changing autonomy architectures causing Mobileye to miss future advanced-program nominations?	Shashua acknowledged Mobileye deliberately prioritized bringing four VW programs to production over building demonstrations to win more short-term nominations. He believes a successful Porsche SuperVision deployment in early 2027 will improve future business development.	Material candid admission of near-term opportunity cost; production execution is a catalyst rather than already-proved advantage.
Joseph Spak / UBS	Was the raised FY2026 revenue guidance driven mainly by memory cost pass-through and Q3 SuperVision upside, or by stronger underlying EyeQ units?	Shemesh said some memory costs were already in the previous forecast, Q4 SuperVision volumes should be lower than Q3, and EyeQ full-year unit guidance has not changed.	Guidance raise is modest and not evidence of accelerating core unit demand.
Shreyas Patil / Wolfe Research	How should investors model higher memory prices and customer pass-through for a potentially much larger 2027 SuperVision program?	Shashua said 2027 customer pricing negotiations were still under way and expected a fuller account at the next earnings call; he emphasized prior experience passing through industrywide costs but made no explicit 2027 margin commitment.	Memory-cost reimbursement and margin effect remain unresolved for 2027.
Shreyas Patil / Wolfe Research	Could Chinese automakers shift to locally developed ADAS systems as they establish themselves in Europe or localize manufacturing?	Nehushtan argued European regulatory and consumer performance requirements favor Mobileye's established safety results, and did not expect localization alone to change supplier selection.	Export/regulatory moat is useful but does not preclude future indigenous solutions.
Shreyas Patil / Wolfe Research	What is the expected Q4 split of EyeQ shipments between Western OEMs and Chinese OEMs?	Shemesh declined to disclose exact regional volumes, but said demand from Chinese OEMs had been sustained all year, with more than 4.5M chips delivered to China and no anticipated material Q4 collapse.	Reinforces volume resilience while limiting visibility into regional ASP mix.
Mark Delaney / Goldman Sachs	What does rapid Level 2+ adoption and new Surround/REM awards imply for Mobileye's ASP over the next two to three years?	Shemesh cited continuing 2026 Chinese mix headwinds, possible higher bundled software demand and the potential for Cloud-Enhanced content to add several tens of dollars per unit. Nehushtan estimated base ASP around $47–$50, Surround around 2×, SuperVision over $1,000, and Chauffeur about $2,500, while emphasizing uncertain future volume/timing and lower percentage gross margins on premium systems.	Largest prospective driver of upside but cannot extrapolate design-win ASPs without production volumes, margins and take rates.
George Gianarikas / Canaccord Genuity	Has Tesla's reported FSD take rate prompted more OEM interest in Mobileye's advanced driving systems?	Shashua said Mobileye's SuperVision testing is performing well and expects production readiness to provide an effective demonstration. He described Tesla's reported uptake as a helpful market signal but gave no quantified inbound nominations or new bookings.	Broad demand tailwind remains prospective; production reference programs matter.
George Gianarikas / Canaccord Genuity	What remote-operator-to-vehicle ratio and network operations staffing are needed when Mobileye launches robotaxis?	Shashua said remote supervision may start at one operator per vehicle and improve over time; vision-language-model approaches could help reduce teleoperator attention per car, but he gave no current target ratio or unit-cost forecast.	Immediate robotaxi unit economics could be labor-intensive; avoid assuming mature scale margins.
Colin Rusch / Oppenheimer & Co.	Why did Mobileye invest in Beep and how does public/micro-transit affect robotaxi demand?	Nehushtan said Beep would be a partner for US fleet operations and maintenance, drawing on years of collaboration. Its public-transit relationships may also create demand; both opportunities are being evaluated.	Some operational responsibilities can be partnered, but deployment economics are not yet demonstrated.
Colin Rusch / Oppenheimer & Co.	Could new color LiDAR reduce sensor costs, or will Mobileye simplify its autonomous-driving sensor stack differently?	Shashua said Mobileye's long-term architecture bets on cameras plus its imaging radar and potentially eliminating LiDAR; he explicitly said the timing is unknown.	Attractive cost-reduction option, but not a current proven margin improvement.
Andrew Percoco / Morgan Stanley	Will 2027 EyeQ ASPs remain pressured before meaningful Surround and Cloud-Enhanced ramps begin in 2028–2029?	Nehushtan confirmed that meaningful Surround and Cloud-Enhanced launches are primarily 2028 events. Shemesh expects 2027 EyeQ ASP to be flatter than in 2026, possibly with modest erosion, rather than repeating 2026's approximately $2 ASP decline.	Directly supports lowering near-term ASP forecasts and 2029 earnings assumptions versus the earlier valuation.
Andrew Percoco / Morgan Stanley	Will 2027 Mentee robotics, GPU infrastructure and internal robotaxi development cause a significant increase in R&D or operating expenditure?	Shashua acknowledged some 2027 investment, including GPU farms, but said it was not expected to be major. He deferred detailed 2027 spending guidance to a later date.	Capital-spending trajectory remains insufficiently specified; keep valuation confidence conservative.

Analyst-Q&A Takeaway

Most important new admissions: VW will pursue an additional future autonomy source; management knowingly sacrificed some near-term advanced nominations to finish current VW programs; the new Surround/Cloud-Enhanced content ramps are chiefly 2028 events; 2027 memory reimbursement remains under negotiation; and robotaxi remote supervision may initially require one operator per vehicle. Answers strengthen confidence in today's EyeQ franchise and current program status but weaken the timing and risk assumptions necessary to sustain the prior $12.95 probability-weighted valuation.

Thesis Monitoring

Driver	Current State	Positive Trigger / Catalyst	Negative Trigger / Falsifier	What It Changes
Base EyeQ volume and ASP	Q3 units +3%; 9M units +11%; Q3 ASP ~-5% and adjusted GM 64%	2027 ASP stabilizes and mix shifts to higher software content with continued OEM fitment growth	Steeper erosion or lost Chinese/OEM export nominations	Revenue CAGR, sustainable gross profit, business quality
Porsche / VW SuperVision	2027 production-intent program in software hardening	Successful early-2027 release, robust consumer adoption and product performance	Material launch slippage, inferior performance or reduced OEM commitments	Base/bull probability and advanced-system competitive moat
Audi Chauffeur / future VW nominations	2028 planned flagship product; CARIAD retains alternate future sourcing	Timely Level 3 production and follow-on multi-OEM awards	Cancellation, multi-year delay, or loss of future sourcing architecture	Bull EPS and terminal multiple
Cloud-Enhanced / Surround ADAS	Stellantis expanded; new top-five Asian and Japanese OEM awards; bulk launch 2028+	OEM launch disclosures, multi-model volume and higher gross profit per car	Nominations fail to become scaled shipments or margins fall with mix	Base 2029 revenue and earnings assumptions
Post-incentive margins, SBC and cash	Q3 adjusted op income $89M includes $51M grant; 9M FCF $231M vs $437M; SBC $271M	FCF rebounds and earnings improve after recurring compensation and grant cash timing	Cash burn rises or shareholders face material dilution to fund new projects	Financial quality, confidence and bear-case FV
Robotaxi driver-out economics	Partner pilots with safety drivers; ~100 own-deployment vehicles targeted 2027	Verified driver-out safety, lower supervision ratios and positive unit economics	Deployment slips or safety/operating costs prevent scalable service	Robotics/autonomy optionality and capital-allocation confidence
Mentee Robotics / management	Early-stage humanoid program; ~$591M net deal cash outlay and future stock compensation	Demonstrable third-party commercial orders at acceptable returns	Persistent large investment, related-party governance issues or excessive dilution	Governance score, cash utilization, per-share valuation

Quality & Opportunity Scorecards

Quality Score

Component	Score	Weight	Weighted Contribution	Evidence
Business durability and economics	60	25%	15.0	Growing EyeQ volumes but -5% Q3 ASP, adjusted GM compression, and high execution costs for premium systems
Moat and competitive position	78	25%	19.5	Global production ADAS validation, OEM relationships and REM data; no change in assessed core strengths despite emerging alternatives
Growth runway and durability	80	20%	16.0	Long-duration Level 2+ and content upside supported by actual design wins, with ramp timing still concentrated in 2028+
Financial quality and balance sheet	57	15%	8.6	$1.499B cash/deposits and little funded debt, offset by declining FCF and material SBC and grant cash lag
Management, governance and capital allocation	42	15%	6.3	Mentee related-party transaction, planned succession, expanding robotaxi scope and imperfect nomination conversion
Quality Score	65.4	100%	65.4	Weighted, rounded; independent of ownership and share price

• Quality Tier: B (65.4; close to Tier C)
• Speculative override: None under rubric; risk level independently remains High.

Opportunity Score

Component	Raw Input	Normalized Score	Weight	Weighted Contribution
Quality	65.4	65.4	30%	19.6
Probability-weighted upside	+45.3%	100.0	35%	35.0
Bear-case downside	-78.9%	0.0	20%	0.0
Risk / valuation confidence	35	35.0	15%	5.3
Opportunity Score		59.9	100%	59.9

• Opportunity Rank: #23 of 76
• Zone Status: Buy

Portfolio Context

• Tracking tier: Primary Watchlist
• Owned: Yes
• Tracking source of truth: my_watchlist.md
• Portfolio source of truth: portfolio/holdings.md
• Scoring independence: Ownership, account, shares, position size and cost basis do not change research, valuation, Quality, Opportunity, rank or zones.

Investment Decision History

Timestamp	Price	Rating	Zone Status	Buy Zone	Strong Buy Zone	Avoid Chasing Above	Base FV	P/W FV	P/W Return	Quality	Opportunity / Rank	Change / Rationale
2026-10-21 (America/New_York)	$7.30	Buy	Buy	>$2.17–$10.36	≤ $2.17	> $14.39	$12.10	$12.95	+77.4%	67.2	61.0 / #22	Initial missing-file analysis; common-universe ranking; independent scenario assumptions
2026-11-02 close (fundamental Q3 review; shared-rank comparison uses Oct 30)	$5.65	Buy	Buy	>$1.30–$6.50	≤ $1.30	> $9.02	$8.32	$8.12	+43.7%	65.4 / B	59.9 / #28	Q3 2026 earnings review; lower bear/base/bull sustainable EPS, probabilities 35/50/15, revised Quality/confidence; October 30 common-universe rank preserved as separate dated basis

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Material Sources

Source	Type	Date / Period	What It Supports
Mobileye Q3 2026 results and guidance	Company IR / earnings release	2026-10-29	Q3 revenue, margins, grants, shipment and guidance metrics, OEM awards and product milestones
Q3 2026 earnings call and company transcript	Official earnings call / transcript	2026-10-29	Management's prepared remarks, strategic disclosures, entire Q&A
Q3 2026 complete transcript (text)	Third-party earnings call transcript	2026-10-29	Complete attributed material analyst questions and management responses
Mobileye 2026 Q3 Form 10-Q	Regulatory filing	Nine months ended 2026-09-26	Balance sheet, dilution, cash flow, Mentee accounting, Israel R&D incentives, goodwill and governance
MBLY historical regular-session prices	Market data	2026-11-02 close, plus 2026-10-30 universe close	Fresh valuation price and separately dated common-universe ranking price
MBLY share statistics / market multiples	Market data	2026-11-02	Market cap and public multiple cross-checks; filing share count used for primary equity-value calculation
MBLY historical income statement	Standardized statements	FY 2024–2025	Prior annual income and operating figures
MBLY historical balance sheet	Standardized statements	FY 2024–2025	Annual historical liquidity context
MBLY historical cash flows	Standardized statements	FY 2024–2025	Annual free cash flow and SBC history
QCOM valuation statistics	Secondary valuation anchor	Retrieved 2026-11-02	Diversified automotive silicon competitor; consolidated quoted valuation is not its automotive segment valuation
NVDA valuation statistics	Secondary valuation anchor	Retrieved 2026-11-02	DRIVE competitive overlap; consolidated multiple heavily reflects data-center AI
AMBA valuation statistics	Segment-specific valuation anchor	Retrieved 2026-11-02	Automotive perception/compute overlap, not a whole-company driving-stack equivalent
2025 10-K — supplier-layer ADAS competition	Regulatory filing	FY 2025	Operating competitor definitions and supplier/customer relationships
Earlier Q2 2026 earnings results	Company IR / previous review	Q2 2026	Prior operating assumptions and narrative comparison
Earlier Q2 2026 earnings call	Historical transcript	Q2 2026	Prior analyst questions, preserved as historical context rather than reused for Q3
Earlier valuation workpaper	Internal historical model	2026-10-21	Prior bear/base/bull financial assumptions, retained for comparison
SEC XBRL company facts — MBLY	Regulatory filing (as tagged)	FY2026, through 2026-09-26	Current-year standalone-quarter and year-to-date source facts for FCF, SBC, revenue and other reported metrics