Historical AI Consensus

This page preserves the research and market snapshot packaged for this batch. It is not updated with later prices or revised advisor outputs.

Symbol: 2FE.FRA
Batch: 7
Published: September 20, 2026
AI Advisors: 14

Historical AI Consensus Investment Thesis

Ferrari (2FE) Stock Forecast and AI Rating

Deep analysis published Sep 21 2026Original pricing snapshot Sep 18 2026

Publisher

Russlan Ramdowar

12 min read

Published 1-Year and 5-Year Forecast Outlook

Forecast targets and rating

Published batch rating

NEUTRAL

Calculated from the frozen synthesized path using the same return, horizon, volatility and dividend rules as individual opinions.

2027

1-Year

NEUTRAL

€376

+6.3%+6.9% incl. dividends

2031

5-Year

NEUTRAL

€489

+38.4%+41.9% incl. dividends

Published batch insight

Luxury Scarcity Protects Margins While Interest Rates Anchor Valuation Multiples

High consensus confirms unprecedented pricing power and bespoke personalization insulate gross margins above fifty-one percent with order books covering two years. While industrial cash flow compounds dependably, sharp divergence surrounds whether elevated discount rates will compress historical thirty-eight times earnings multiples toward sustainable luxury averages.

Deep Forecast Analysis by iPulse AI Engine

This analysis preserves the original published batch. Audit published forecasts in full transparency

Universal Investor (Polymath), Michael Burry (Vulture), Ray Dalio (Strategist), Elon Musk (Visionary), Warren Buffett (Value Purist), Machiavelli (Insider), Superintelligence (Anthropologist), Sherlock Holmes (Whistleblower), J.P. Morgan (Titan). Some archetypes run in multiple modes, resulting in 14 advisors total.

Computed on these frontier AI models

Gemini

Claude

ChatGPT

Full published thesis

Executive Summary

If you invested $10,000 in Ferrari at the forecast anchor (2026-09-18): $14,757 in five years versus $13,892 for S&P 500 benchmark.

Ferrari · Synthesized ConsensusS&P 500 benchmark

* Return is calculated incl. 0.5% net dividend yield for Ferrari.

Figure: Five-year synthesized consensus value path for Ferrari compared with S&P 500 benchmark. The path uses the synthesizer’s normalized opinion weights.

20-quarter synthesized forecastPrice targets, quarterly returns and the reasoning behind each stepView table

Frozen forecast from 18 Sept 2026. Prices in EUR; returns exclude dividends. Each quarter is compounded from the previous quarter.

Anchor: 353.2 EUR1-year price return: +6.33%5-year price return: +38.36%

Swipe the table horizontally to read every column.

Twenty quarterly synthesized price forecasts in EUR, with returns and rationale
Quarter	Target (EUR)	Quarter return	Total return	Forecast rationale
Q4 2026	356.77	+1.01%	+1.01%	Initial commercial handovers of the sold-out F80 hypercar and resilient third-quarter personalization revenues drive positive cash conversion, offsetting broader European equity valuation drag caused by persistent central bank monetary restriction.
Q1 2027	363.19	+1.80%	+2.83%	Audited full-year financial disclosures confirm operating margins approaching thirty percent alongside record industrial free cash flow. Confident management forward guidance reassures institutional investors, confirming order visibility comfortably spanning into 2028.
Q2 2027	368.85	+1.56%	+4.43%	Spring capital markets updates and initial customer deliveries of refreshed models demonstrate strong pricing power. Robust cash flow generation supports annual dividend distributions, preserving steady share price performance despite elevated discount rates.
Q3 2027	375.56	+1.82%	+6.33%	Transatlantic trade friction and selective tariff pass-through create modest administrative overhead, but firm contractual backlogs prevent dealer inventory discounting. Operating margins remain structurally protected, limiting quarterly valuation compression to negligible levels.
Q4 2027	382.61	+1.88%	+8.33%	Commercial customer handovers of the maiden electric model begin smoothly, dispelling acute purist skepticism. High realized personalization revenues and disciplined factory throughput support a solid fourth-quarter financial close.
Q1 2028	392.11	+2.48%	+11.02%	Full-year reporting reveals strong net income compounding driven by peak hypercar delivery cadence. Cash balances expand, prompting management to authorize accelerated share repurchases that enhance per-share intrinsic value.
Q2 2028	399.02	+1.76%	+12.97%	Capital expenditures dedicated to flexible multi-powertrain manufacturing stabilize, accelerating cash harvest dynamics. Robust option take-rates across sports cars preserve return on invested capital comfortably above thirty percent.
Q3 2028	400.45	+0.36%	+13.38%	Secondary luxury asset market softness induces broader valuation caution across consumer discretionary names. Maranello's strict volume ceiling insulates wholesale realization, keeping operating cash flows fully intact despite muted price momentum.
Q4 2028	409.56	+2.27%	+15.96%	Announcement of a limited-edition special series instantly captures full customer allocation, replenishing forward order book visibility. Lucrative upfront collector deposits bolster working capital, triggering positive end-of-year equity repricing.
Q1 2029	417.94	+2.05%	+18.33%	Annual financial results validate industrial free cash flow exceeding 1.7 billion euros. Systematic share retirements visibly reduce equity float, translating fundamental operational compounding directly into per-share earnings growth.
Q2 2029	425.00	+1.69%	+20.33%	Operational integration within the dedicated e-building facility yields manufacturing efficiencies across electrified architectures. Proprietary motor and inverter manufacturing protects gross profitability against third-party component cost inflation.
Q3 2029	431.14	+1.44%	+22.07%	Global monetary conditions consolidate as inflationary pressures moderate, stabilizing equity valuation hurdles. Deep customer waiting lists insulate revenue recognition from regional economic deceleration, sustaining dependable operating execution.
Q4 2029	439.68	+1.98%	+24.48%	Bespoke personalization revenue approaches a quarter of vehicle sales, driving sequential gross margin expansion. High options intensity on delivered grand tourers delivers an incremental earnings surprise heading into year-end.
Q1 2030	448.93	+2.10%	+27.10%	Reporting of annual figures demonstrates sustained operating margins above thirty-one percent. Generous dividend expansion and continued float reduction through programmatic repurchases reward patient long-term institutional shareholders.
Q2 2030	454.60	+1.26%	+28.71%	Mid-cycle refreshes across front-engine grand tourers preserve production waitlists beyond eighteen months. Assembly line flexibility keeps unit manufacturing costs contained, safeguarding gross profitability against lingering supplier pricing friction.
Q3 2030	459.79	+1.14%	+30.18%	Equity valuations trade within a tight band as investors digest multi-year multiple normalization toward historical luxury averages. Stable order velocity in North America and Europe provides robust valuation support.
Q4 2030	467.43	+1.66%	+32.34%	Preview of next-generation electrified architectures featuring improved battery energy density dispels long-term technology transition concerns. Substantial customer advance deposits reinforce working capital strength and forward revenue visibility.
Q1 2031	476.02	+1.84%	+34.77%	Audited results validate strategic revenue milestones approaching ten billion euros. Flawless pricing discipline and uninterrupted share count reduction drive per-share earnings to fresh historical highs, cementing institutional compounder conviction.
Q2 2031	481.50	+1.15%	+36.33%	Authorization of a successor capital return framework highlights enduring balance sheet hygiene and negligible net industrial debt. High cash conversion sustains investor demand, keeping the shares well supported.
Q3 2031	488.68	+1.49%	+38.36%	The five-year forecast horizon closes with valuation multiples stabilizing at thirty times earnings. Robust through-cycle free cash generation and an unassailable luxury brand moat cement dependable, low-volatility capital appreciation.

The base-case investment thesis identifies an elite luxury compounder structurally decoupled from automotive cyclicality through artificial production scarcity and multi-year allocation rationing. Top-line expansion is deliberately steered via price realization, bespoke personalization exceeding twenty percent of revenues, and high-margin hypercar deliveries rather than unit volume growth. This capital-light mix shift sustains gross margins above fifty-one percent and operating margins near thirty-one percent, converting over eighty percent of net income into free cash flow. Valuation sensitivity remains the central investment tension. Quoted near thirty-eight times trailing earnings against four to five percent sovereign yields, equity duration risk is pronounced. Compounding earnings power will be partially absorbed by multiple compression toward thirty times earnings, producing mid-single-digit annualized share appreciation. The strongest counterargument posits that collector resistance to electric powertrains combined with aggressive transatlantic luxury tariffs will dilute return on invested capital and shatter the aura of infallible desirability.

Key insights

Personalization revenues operate as a software-like incremental profit engine, driving structural gross margin expansion without requiring capital-intensive factory footprint expansion.
Operating leverage derives strictly from value density per unit, ensuring return on invested capital exceeds thirty percent despite strict output caps.
Duration risk dictates that fundamental earnings compounding will outpace equity price returns as restrictive monetary policy normalizes terminal valuation multiples.

Deep Dive

Prevailing market consensus treats the franchise as an unassailable luxury monopoly priced for perfection. Sell-side research heavily anchors on the two-year sold-out order backlog, viewing mid-single-digit volume caps as proof of permanent earnings durability. However, the crowd simultaneously worries that persistent five percent sovereign bond yields and collector skepticism regarding the electric vehicle rollout will cap future valuation multiple expansion, locking shares in a holding pattern.

Paywalled preview begins: Deep Dive

From this section to the end-of-preview notice below, research is provided as simplified HTML text and tables. Full access provides the complete interactive interface, charts and additional datasets.

Alpha Gap & Repricing Catalysts

Where the published AI consensus diverged from the market narrative

Market narrative

Alpha gap

The crowd underestimates the earnings power embedded in mix enrichment while overestimating terminal multiple durability, establishing a balanced valuation gap. Investors mistakenly analyze the company as a volume-constrained automotive producer, missing how hypercar deliveries and twenty-percent personalization attach rates drive double-digit average selling price growth. However, consensus clings to a forty-times earnings multiple unsuited to a high-rate regime. The analytical edge lies in recognizing that organic cash compounding will power respectable returns despite inevitable multiple contraction.

Repricing catalyst

Sequential delivery reports for the limited-series F80 hypercar and bespoke personalization updates across 2027 represent the primary repricing catalyst. Demonstrating quarterly operating margins above thirty-one percent and industrial free cash flow crossing 1.6 billion euros will force analysts to upgrade forward cash projections. Hard financial evidence of pricing power persisting through the electric launch will anchor valuation multiples firmly around thirty times earnings.

Published consensus context

Macro regime alignment

The macroeconomic backdrop of restrictive monetary policy, four percent benchmark policy rates, and transatlantic tariff disputes presents a distinct headwind for valuation multiples. However, transmission through customer demand is virtually nonexistent. Ultra-high-net-worth buyers exhibit zero borrowing-cost sensitivity, allowing the company to effortlessly pass through supply inflation while pristine interest coverage completely insulates balance sheet financing.

Published consensus context

Advisor disagreement

The foremost disagreement across research reports concerns whether valuation multiples can decouple from macroeconomic interest rate reality. One faction contends that absolute brand scarcity and Hermès-style pricing power justify permanent multiples above thirty-five times earnings, viewing electrification as an additive profit layer. The opposing camp argues that mid-single-digit volume limits cannot defend premium multiples against five percent sovereign bond yields, projecting multiple compression toward twenty-eight times. Resolving this debate requires monitoring secondary market premiums on newly delivered electric models and tracking whether personalization contributions sustain above twenty percent in upcoming quarterly releases.

Published scenario analysis

Base-case forces, risks, and opportunities

Top drivers and tailwinds

Bespoke personalization margin expansion engine: Client customization programs contribute over twenty percent of vehicle revenues with near-pure incremental margin. Bespoke liveries, exotic carbon fiber, and tailored interiors add substantial premiums to baseline transaction values. This structural pricing power insulates gross margins above fifty-one percent, driving earnings compounding regardless of strict factory volume ceilings. Expected impact: +20%.
Multi-year sold-out order backlog: Commercial delivery books completely cover manufacturing capacity through late 2027, creating total revenue visibility. Enforced allocation scarcity eliminates finished inventory holding costs and prevents discounting. Non-refundable customer deposits lock in working capital efficiency, completely decoupling operating performance from cyclical downturns that cripple mainstream and premium automakers. Expected impact: +16%.
Halo hypercar delivery cash cascade: Customer handovers of the 799-unit F80 hypercar priced at 3.6 million euros provide outsized gross margin enrichment across 2026 to 2028. Allocations carry operating margins exceeding fifty percent, directly injecting billions of high-margin revenue into the financial statements and structurally lifting industrial free cash flow generation. Expected impact: +15%.
Disciplined capital allocation and buybacks: Annual industrial free cash flow exceeding 1.4 billion euros funds a multi-year 3.5 billion euro share repurchase framework alongside growing dividends. Systematically retiring roughly one to two percent of outstanding share float annually compounds per-share earnings power, providing mechanical valuation support through macroeconomic cycles. Expected impact: +11%.

Top frictions and headwinds

High interest rate multiple compression: Benchmark sovereign yields anchored near five percent mechanically elevate equity discount rates. Commanding a trailing price-to-earnings multiple near thirty-eight times leaves limited margin of safety against risk-free returns. Institutional capital demands higher earnings yields, exerting steady downward pressure on valuation multiples and capping equity price appreciation. Expected impact: -16%.
Electric transition capital and perception friction: Commercializing the battery-electric Luce platform tests brand loyalty as purists question synthetic acoustics and battery curb weight. Maintaining parallel development pipelines across combustion, hybrid, and electric drivetrains demands elevated engineering and depreciation expenses, creating transient margin drag before the electric architecture achieves mature manufacturing scale. Expected impact: -10%.
Transatlantic trade tariffs and border duties: Centralized Italian manufacturing exposes vehicle shipments into primary Western markets to Section 301 replacement tariffs and protectionist duties. While exceptional brand equity enables selective price pass-through, elevated duties increase administrative compliance friction, compress dealer margins, and modestly dampen addressable international order intake velocity. Expected impact: -9%.
Artificial scarcity caps volume growth: Deliberately restricting annual shipments near fourteen thousand units preserves Veblen exclusivity but mathematically caps organic top-line expansion. Revenue growth becomes entirely reliant on price hikes, options intensity, and hypercar sequencing. Once special series cycles normalize, overall revenue growth naturally decelerates toward mid-single digits. Expected impact: -7%.

Tail risks

Synchronized global ultra-wealth asset deflation: A severe macroeconomic dislocation characterized by prolonged stagflation, private equity freezes, and real estate declines impairs collector wealth between 2027 and 2028. Unprecedented order cancellations and collapsing secondary market premiums would pierce backlog invulnerability, compressing operating margins below twenty-five percent and triggering multiple de-rating. Probability: +22%. Expected impact: -28%.
Inaugural electric architecture commercial rejection: The battery-electric Luce suffers critical customer rejection, severe secondary market depreciation, and electronic reliability failures upon customer deliveries in 2027. Collector abandonment forces line write-downs on dedicated facility investments, damaging engineering prestige and prompting institutional investors to re-rate the stock toward premium automotive multiples. Probability: +20%. Expected impact: -22%.

Tail opportunities

Synthetic fuel regulatory exemption formalization: European and international regulators codify permanent small-series exemptions for carbon-neutral synthetic e-fuels around 2028. This legislative victory eliminates compulsory phase-outs of high-margin naturally aspirated V12 and hybrid V8 engines, removing powertrain obsolescence discounts from equity valuation and permanently preserving Maranello's combustion monopoly. Probability: +34%. Expected impact: +20%.
Bespoke Icona hypercar program supercycle: Management unveils an accelerated cadence of ultra-limited Icona series commissions priced above 2.5 million euros for top collectors by 2028. Instantaneous sell-outs generate massive upfront customer deposits and gross margins exceeding sixty-five percent, delivering substantial earnings windfalls and prompting sell-side multiple upgrades. Probability: +32%. Expected impact: +18%.

What to monitor

Thesis watchpoints

-- Quarterly personalization revenue sustaining above 20% of vehicle sales through 2027 confirms structural pricing power and options enrichment.

Key insights

Order backlog duration contracting below 18 months or customer cancellations rising above 3% during 2027 signals luxury moat decay.
Sustained industrial EBIT margin falling below 28% across two consecutive quarters warrants immediate reassessment of the compounding thesis.

Company Financial Analysis

Ferrari Earnings and Financials Analysis by AI

Financial figures available as of Sep 20, 2026. Only filings and source records available by this analysis date are included.

Earnings and financials

AI Review

Ferrari's latest financial results demonstrate that earnings growth is driven by rising prices rather than building more vehicles. In fiscal 2025, revenue increased 7% to 7.15 billion euros while operating profit surged nearly 12% to 2.10 billion euros, even though total car deliveries slightly declined. Results through mid-2026 confirmed this trend, with second-quarter revenue advancing over 8% on rich personalization options and special series allocations. The real financial highlight is exceptional cash generation. Industrial free cash flow reached 1.41 billion euros in 2025, representing an impressive 50% increase over the prior year. Customer deposits for multi-year waitlists effectively fund working capital, converting accounting profits directly into liquid cash.

Revenue, earnings, and cash flow

The table compares up to five fiscal years of revenue, net income, and free cash flow available to this analysis.

Revenue, net income, and free cash flow history
Fiscal year	Revenue	Net income	Free cash flow
2025	EUR 7.1B	EUR 1.6B	EUR 1.4B
2024	EUR 6.7B	EUR 1.5B	EUR 937.5M
2023	EUR 6B	EUR 1.3B	EUR 757.8M
2022	EUR 5.1B	EUR 932.6M	EUR 598.7M
2021	EUR 4.3B	EUR 830.8M	EUR 545.6M

Valuation context: historical P/E

The table compares up to five fiscal years of point-in-time valuation evidence available to this analysis.

Historical price-to-earnings ratios
Fiscal year	P/E	Earnings basis	Currency basis	Ticker / reporting
2025	36.0x	TTM	Native	EUR / EUR
2024	49.0x	TTM	Native	EUR / EUR
2023	44.4x	TTM	Native	EUR / EUR
2022	39.2x	Annual	Native	EUR / EUR
2021	50.2x	Annual	Native	EUR / EUR

P/E uses historical market capitalization and earnings known at each period. Cross-currency observations are normalized to USD using point-in-time FX rates.

Profitability and margins

AI Review

Profitability margins resemble an ultra-exclusive luxury fashion house rather than a traditional car manufacturer. Gross margins expanded to 51.7% in 2025, while operating margins reached 29.4% and climbed past 31% in interim 2026. This performance proves that affluent collectors gladly absorb price increases and spend heavily on custom options. Because the business enforces strict production caps, it never discounts its vehicles. Bespoke client customizations carry minimal incremental factory costs, allowing incremental revenues to drop straight to operating profits. This pricing power provides a structural shield that reliably protects corporate profitability against raw material inflation.

The table compares up to five fiscal years of operating income and reported profitability margins.

Operating income and margin history
Fiscal year	Operating income	Operating margin	Net margin
2025	EUR 2.1B	29.4%	22.4%
2024	EUR 1.9B	28.2%	22.8%
2023	EUR 1.6B	27.0%	21.0%
2022	EUR 1.2B	24.4%	18.3%
2021	EUR 1.1B	25.2%	19.5%

Balance sheet and leverage

AI Review

The balance sheet is structured as a financial fortress designed to survive harsh economic panics. Ferrari concluded 2025 with total assets of 9.63 billion euros against 3.91 billion euros in equity, maintaining a very low debt-to-equity ratio of 0.32. Interest coverage reached an extraordinary 51 times, proving that debt servicing costs pose zero operational threat. Furthermore, net industrial debt stood at a negligible 131 million euros in mid-2026 despite funding heavy share repurchases and regular dividends. The company operates with total financial independence from commercial credit markets, leaving management fully equipped to self-fund innovation through changing interest rate cycles.

The table compares up to five fiscal years of debt, liquidity, net cash or debt, and current-ratio evidence.

Balance sheet leverage and liquidity history
Fiscal year	Total debt	Cash + short-term investments	Net cash / (debt)	Current ratio
2025	EUR 1.3B	EUR 1.5B	EUR 1.3B net debt	3.38x
2024	EUR 1.5B	EUR 1.7B	EUR 1.5B net debt	3.37x
2023	EUR 1.3B	EUR 1.1B	EUR 1.3B net debt	3.56x
2022	EUR 1.4B	EUR 1.4B	EUR 1.4B net debt	1.71x
2021	EUR 1.2B	EUR 1.3B	EUR 1.2B net debt	1.92x

Net debt below zero is displayed as net cash. Current ratio is current assets divided by current liabilities.

Capex and investment intensity

AI Review

Capital spending patterns show that management has already passed the peak of its factory building cycle. Capital expenditures fell to 13.2% of revenue in 2025 from nearly 15% in 2024, reflecting the completion of the new Maranello e-building. This flexible facility allows the company to assemble internal combustion engines, hybrids, and electric powertrains under one roof. Rather than chasing speculative mass-market volume, research spending remains focused on proprietary electric motors, batteries, and software. As major infrastructure investments conclude, the business is entering a cash harvest phase where capital efficiency and return on invested capital should steadily climb.

The table compares up to five fiscal years of capital expenditure and research-and-development investment.

Capital expenditure and research and development history
Fiscal year	Capital expenditure	R&D spend
2025	EUR 943.2M	EUR 919M
2024	EUR 989.2M	EUR 894.1M
2023	EUR 862.6M	EUR 881.6M
2022	EUR 347.7M	EUR 775.6M
2021	EUR 352.3M	EUR 768.1M

Immutable published data

Averaged consensus horizons

The table preserves this publication's original rating, return, and advisor-agreement measurements by forecast horizon.

Horizon	Rating	Score incl. dividends	Compounded return incl. dividends	Direction agreement	Snapshot
1Y	NEUTRAL	62	+7.2%	Not available	ORIGINAL
5Y	NEUTRAL	85	+42.9%	Not available	ORIGINAL

Averaged consensus scenarios

The table outlines the frozen bear, consensus, and bull price scenarios for each published forecast period.

Period	Date	Bear case	Consensus	Bull case	AI Advisors
+3M	December 18, 2026	335.54	357.49	367.33	14
+6M	March 18, 2027	345.61	364.64	378.35	14
+9M	June 18, 2027	345.82	369.91	389.7	14
+1Y	September 18, 2027	349.28	376.49	397.49	14
+15M	December 18, 2027	342.3	383.35	405.44	14
+18M	March 18, 2028	355.99	392.91	417.61	14
+21M	June 18, 2028	352.43	400.03	434.31	14
+2Y	September 18, 2028	359.48	402.94	443	14
+27M	December 18, 2028	348.69	411.13	447.43	14
+30M	March 18, 2029	355.67	419.65	460.85	14
+33M	June 18, 2029	348.55	426.78	470.07	14
+3Y	September 18, 2029	352.04	432.91	484.17	14
+39M	December 18, 2029	345	441.2	493.85	14
+42M	March 18, 2030	355.35	450.58	503.73	14
+45M	June 18, 2030	351.8	456.57	518.84	14
+4Y	September 18, 2030	358.83	462.46	529.22	14
+51M	December 18, 2030	351.65	469.68	534.51	14
+54M	March 18, 2031	362.2	478.72	550.54	14
+57M	June 18, 2031	358.58	484.45	561.55	14
+5Y	September 18, 2031	362.17	492.01	572.79	14

Frozen comparison context

SPDR S&P 500 ETF Trust forecast context

The benchmark definition and forecast path are frozen with this publication so future benchmark changes do not rewrite the historical comparison.

Benchmark snapshot: 761.69 on September 18, 2026

Period	Date	Bear case	Consensus	Bull case
+3M	December 18, 2026	723.6055	750.2647	769.3069
+6M	March 18, 2027	701.8973	736.44	784.693
+9M	June 18, 2027	695.1	743.3975	808.2338
+1Y	September 18, 2027	681.198	755.1476	816.3162
+15M	December 18, 2027	688.01	776.2182	840.8057
+18M	March 18, 2028	701.7702	787.1259	857.6218
+21M	June 18, 2028	722.8233	802.8344	883.3504
+2Y	September 18, 2028	730.0515	812.0465	892.1839
+27M	December 18, 2028	751.9531	839.1839	927.8713
+30M	March 18, 2029	766.9921	850.5008	946.4287
+33M	June 18, 2029	782.332	872.3935	965.3573
+3Y	September 18, 2029	790.1553	885.5111	975.0109
+39M	December 18, 2029	805.9584	909.5618	1,004.2612
+42M	March 18, 2030	822.0776	916.132	1,024.3464
+45M	June 18, 2030	830.2984	936.5109	1,055.0768
+4Y	September 18, 2030	830.2984	947.3438	1,065.6276
+51M	December 18, 2030	855.2073	969.5876	1,097.5964
+54M	March 18, 2031	872.3114	979.9863	1,119.5483
+57M	June 18, 2031	889.7577	999.6043	1,141.9393
+5Y	September 18, 2031	898.6553	1,011.7644	1,153.3587

Frozen comparison context

EURUSD.FOREX forecast context

The batch's original direct_listing_to_usd path is preserved for transparent interpretation of USD-normalized returns.

FX snapshot: 1.15 on September 18, 2026

Period	Date	Bear case	Consensus	Bull case
+3M	December 18, 2026	1.127	1.136	1.1385
+6M	March 18, 2027	1.1045	1.1255	1.1385
+9M	June 18, 2027	1.0934	1.1272	1.1499
+1Y	September 18, 2027	1.0934	1.1312	1.1614
+15M	December 18, 2027	1.1044	1.1401	1.173
+18M	March 18, 2028	1.0824	1.1452	1.1847
+21M	June 18, 2028	1.0715	1.151	1.1966
+2Y	September 18, 2028	1.0823	1.1584	1.2085
+27M	December 18, 2028	1.0931	1.1617	1.2085
+30M	March 18, 2029	1.0822	1.1694	1.2206
+33M	June 18, 2029	1.0713	1.1719	1.2328
+3Y	September 18, 2029	1.0713	1.1763	1.2328
+39M	December 18, 2029	1.0713	1.1781	1.2452
+42M	March 18, 2030	1.082	1.1832	1.2452
+45M	June 18, 2030	1.0712	1.1867	1.2576
+4Y	September 18, 2030	1.0605	1.1894	1.2699
+51M	December 18, 2030	1.0605	1.1887	1.2826
+54M	March 18, 2031	1.0711	1.1913	1.2826
+57M	June 18, 2031	1.0818	1.1971	1.2826
+5Y	September 18, 2031	1.0818	1.1964	1.2955

Behind the synthesis

How each opinion shapes the consensus

14 opinions · 100% allocated

The consensus across research inputs independently confirms that operational performance has decoupled from unit volume. Contractual multi-year order backlogs extending through 2027 and bespoke personalization exceeding twenty percent of revenues provide rock-solid gross margin defense above fifty-one percent. However, input reports exhibit correlated vulnerability when extrapolating thirty-five to forty times earnings multiples into a persistent four to five percent risk-free rate regime. The strongest credible contrarian insight emphasizes equity duration risk: mid-single-digit top-line growth cannot permanently command peak luxury multiples when debt yields offer viable competition. Unsupported claims asserting catastrophic electric powertrain rejection are moderated against documented pre-orders. Consequently, relative weighting prioritizes rigorous primary-filing analyses that reconcile industrial cash conversion and factor in mechanical multiple compression toward thirty times earnings, ensuring fundamental compounding drives the scenario rather than speculative re-rating.

AI RESEARCHER

Universal Investor AI

The Polymath

Opus 5

Weight11.3/100

Exemplary research quality supported by primary SEC filings and Capital Markets Day targets. Accurately links decelerating volume growth and duration headwinds to multiple normalization while detailing defensible industrial cash generation and shareholder returns.

AI RESEARCHER

Universal Investor AI

The Polymath

GPT-6 Astra

Weight11.3/100

Distinguished by meticulous primary source reconciliation, distinguishing industrial from consolidated cash perimeters. Grounds conservative multiples in cash distribution commitments, correctly concluding that exceptional franchise economics offer solid but mature equity compounding.

AI RESEARCHER

Universal Investor AI

The Polymath

Gemini 3.8 Flash

Weight7.5/100

Demonstrates sound causal logic regarding mix enrichment and hypercar monetization overriding unit volume limits. While grounded in realistic pricing mechanics, the path slightly downplays structural discount rate pressure on terminal earnings multiples.

AI RESEARCHER

Warren Buffett AI

The Value Seeker

Gemini 3.8 Flash

Weight7.5/100

Provides rigorous analysis of owner earnings, contractually locked order coverage through 2027, and working capital dynamics. Reliably balances robust operating compounding with realistic valuation compression driven by restrictive global bond yields.

AI THINKER

Warren Buffett AI

The Value Seeker

Gemini 3.8 Flash

Weight7.5/100

Solid economic moat reasoning emphasizing negative working capital from customer advances and pristine interest coverage. Realistically argues that multiple compression toward thirty times earnings will absorb part of fundamental earnings compounding.

AI THINKER

Superintelligence AI

The Anthropologist

Gemini 3.8 Flash

Weight6.6/100

Articulates a persuasive contrarian assessment of equity duration risk, highlighting how a four percent sovereign yield backdrop penalizes high-multiple consumer franchises. However, it overstates client acoustic resistance to the initial electric transition.

AI RESEARCHER

Niccolo Machiavelli AI

The Insider

Gemini 3.8 Flash

Weight6.6/100

Presents unique, well-substantiated insights regarding dynastic governance stability and low-volume regulatory derogations in Brussels. Economic projections are sound, though international logistics and tariff friction are weighted slightly too heavily.

AI RESEARCHER

Superintelligence AI

The Anthropologist

Gemini 3.8 Flash

Weight6.6/100

Effectively captures Veblen status signaling, agile multi-powertrain integration in the dedicated facility, and strong pricing power. However, the modeled equity trajectory reflects slightly excessive optimism regarding mid-cycle multiple re-expansion.

AI RESEARCHER

Ray Dalio AI

The Strategist

Gemini 3.8 Flash

Weight6.6/100

Thorough macroeconomic framework evaluating debt-cycle transmission and discount-rate drag on luxury compounding. Successfully links high personalization gross margins with earnings resilience, maintaining balanced through-cycle multiple expectations.

AI RESEARCHER

Michael Burry AI

The Vulture

Gemini 3.8 Flash

Weight6.6/100

Astute tactical reading of recent multiple de-rating as an asymmetric entry point supported by contractual order book visibility. Identifies clear catalysts in hypercar handovers, though near-term price progression slightly understates tariff risks.

AI RESEARCHER

J.P. Morgan AI

The Titan

Gemini 3.8 Flash

Weight5.7/100

Correctly identifies sovereign allocation power and unprecedented margin realization from bespoke programs. The thesis receives a moderate discount due to an aggressive terminal valuation multiple that ignores persistent global monetary tightening.

AI THINKER

Universal Investor AI

The Polymath

Gemini 3.8 Flash

Weight5.7/100

Competent assessment of internal component manufacturing advantages and balance sheet solvency. It carries a slightly lower weight because its path assumes terminal multiple persistence near thirty-five times despite high baseline discount rates.

AI RESEARCHER

Sherlock Holmes AI

The Whistleblower

Gemini 3.8 Flash

Weight5.7/100

Grounded operational analysis of hypercar margin cascading and multi-year backlog security. Displays solid causal consistency, though it models rapid multiple recovery that partially discounts ongoing transatlantic tariff and regulatory compliance friction.

AI RESEARCHER

Elon Musk AI

The Visionary

Gemini 3.8 Flash

Weight4.7/100

Provides a valuable contrarian challenge regarding volume ceilings and emotional dilution from electrification. While the critique of battery weight is physically sound, projecting multiple collapse to twenty-four times overlooks proven order backlog durability.

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Research Provenance

References & Context

This Ferrari consensus analysis combines structured market evidence with independent AI-agent forecasts. External references below are limited to sources recorded by the researcher agents for this forecast batch.

Primary analysis inputs

iPulse AI Multi-Agent Forecasts — independent analyst personas, model outputs, and consensus synthesis.
iPulse AI Global Events Context — macroeconomic, geopolitical, regulatory, and industry-event context.
Structured market history — prices, distributions, volatility, identifiers, and listing metadata.
Company earnings and financial statements — revenue, profitability, balance-sheet, cash-flow, and investment trends.
Researcher web evidence — public sources consulted to challenge and contextualize the forecast thesis.

Independent AI Advisor panel

AI Advisors: 14
AI Researchers: 11
AI Thinkers: 3

Sources retained from AI Researcher searches

Asset-specific · Researcher web

Showing the top 15 of 86 deduplicated sources retained for this batch.

01Ferrari N.V. - Form 6-K - FY2025sec.gov
02Ferrari N.V. - Form 6-K - FY2026sec.gov
03Ferrari N.V. - Form 6-K - FY2026sec.gov
04www.sec.govsec.gov
05www.sec.govsec.gov
06US plans to hike tariffs on EU cars to 25% will hit luxury market the most | Trade War News | Al Jazeeraaljazeera.com
07ferrari reveals features of first fully electric vehicle raises 2026 forecastsbarchart.com
08Ferrari Stock Forecast 2026–2030 | Future Outlook | Capital.comcapital.com
09https://cdn.ferrari.com/cms/network/media/pdf/CS_CMD_2025_Finance_ENG.pdfcdn.ferrari.com
10Trump says he's raising EU auto tariffs to 25%cnbc.com
11RACE Stock Quote Price and Forecast | CNNcnn.com
12New 25% tariff on European cars could raise prices fast — here are which models will cost morecreators.yahoo.com
13Ferrari's $640K Luce EV sells out 2026 allocation: ~500 units | Electrekelectrek.co
14Newsletter Newsletters Events Events Podcasts Videos Africanewseuronews.com
15PERSONALIZATIONS AND MIX CONTINUE TO DRIVE STRONG RESULTS AND 2026 GUIDANCE RAISEferrari.com

And 71 more sources were used and retained in the batch inventory.

Context retained with this Consensus

The same public-safe market, global-event, and fundamental context supplied to the AI Advisor panel.

Global context snapshot

2025 Full-Year Global Market and World-Events Context

Download Archived Snapshot

Coverage 2025-01-01 to 2025-12-31 · Knowledge cutoff 2025-12-31

This full-year context package covers the principal geopolitical, economic, monetary-policy, technology, trade, energy, and institutional developments that shaped global markets during 2025. It gives the forecasting model a chronological account of major world events together with their likely transmission into growth, inflation, interest rates, supply chains, commodities, currencies, public markets, and sector-level investment conditions.

The package also includes monthly and quarterly macroeconomic and cross-asset reference tables spanning US and international growth, central-bank policy, sovereign yields, major equity indices, foreign exchange, energy, industrial and precious metals, and digital assets. Quarterly and full-year high-impact summaries are integrated; monthly quantitative series remain working values pending final audit, and that qualification is part of the preserved context.

Top 3 market shifts from 2025 Full-Year Global Market and World-Events Context
Top 3 Market Shifts From File	Date	Status
DeepSeek shock and AI economics reset	2025-01-27	OPEN ENDED TREND
US tariff regime escalation and trade-system rupture	2025-02-01	ACTIVE POLICY REGIME
Federal Reserve easing cycle after a prolonged hold	2025-09-17	ACTIVE POLICY REGIME

Representative Sources of the Context File

Federal Reserve US Bureau of Labor Statistics US Bureau of Economic Analysis US Treasury US Energy Information Administration Reuters World Associated Press World News BBC World

And more sources from the retained context package.

2026 Year-to-Date Global Market and World-Events Context Through September 20

Download Archived Snapshot

Coverage 2026-01-01 to 2026-09-20 · Knowledge cutoff 2026-09-20

January 1-September 20, 2026: monetary tightening, energy security, trade restrictions, AI financing and divergent growth; five leading market themes.

Fed raised rates to 3.75%-4.00%; ECB hike is in force and BOJ increase starts September 24. Markets through September 18, bitcoin through September 19.

Top 3 market shifts from 2026 Year-to-Date Global Market and World-Events Context Through September 20
Top 3 Market Shifts From File	Date	Status
Renewed monetary tightening amid persistent inflation	2026-01-30	ACTIVE POLICY REGIME
Iran/Hormuz conflict and wider energy-security disruption	2026-02-28	ONGOING
Tariff legal reset and strategic supply restrictions	2026-02-20	ACTIVE POLICY REGIME

Representative Sources of the Context File

Federal Reserve US Bureau of Labor Statistics European Central Bank International Monetary Fund Reuters World Associated Press World News

And more sources from the retained context package.

Fundamental context

Income statement

8 fields

ebit · ebitda · grossProfit · interestExpense · +4 more fields

Balance sheet

10 fields

cash · commonStockSharesOutstanding · longTermDebt · netDebt · +6 more fields

Cash flow

5 fields

capitalExpenditures · dividendsPaid · freeCashFlow · salePurchaseOfStock · +1 more field

annual: 2016-12-31–2025-12-31, 10 periods; quarterly: 2023-09-30–2026-06-30, 12 periods

Currencies cited: EUR, USD (quote EUR; primary reporting EUR; converted/valuation USD).

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