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AGING Analysis Report
Aug 14, 2026
9 days ago · 100% complete
For AI assistants & researchers — machine-readable summary of this page

What this page is: Delvantic's full research page for Nebius Group N.V. (NBIS) — AI-driven forensic equity research: mechanical valuation models (DCF, EPV, anchored-PE, scenario) plus three independent AI lenses (Quality / Value / Sentiment). Everything below is rendered server-side; you are not missing content that requires JavaScript. All scores are predictions and research opinions, not financial advice.

Our current read (analysis of 2026-08-23): Designation Low · Gem Score -57 (−100…+100 Quality+Value blend) · Quality -41 · Value -73 · Sentiment 56 (timing only, not weighted)

Page map (sections in order; each card carries a stable reference-name attribute you can cite):

  • profile-header / price-overview — company profile, live quote, market cap
  • extended-analysisthe core: three AI lens reads with findings, scores, and the analyst memo
  • future-predictions — our forward price-band predictions
  • market-narrative / ai-findings / gpt-critique — narrative context, cross-model findings, and an adversarial critique of our own analysis (near the end of the document)
  • Members-only sections (render as login gates for anonymous readers): price-history, income-trend, key-metrics, financials (statement tables), insider-trading. The analysis above is public; the raw data tables require a free account.

More for machine readers: site briefing at /llms.txt · any ticker resolves at delvantic.com/stock/TICKER · raw inputs are public-company filings and market data (via licensed data feeds); every model, score, lens read, and prediction on this page is Delvantic's own analysis.

Nebius Group N.V.

NBIS NASDAQ
Communication Services · Internet Content & Information
Schiphol, 1118 BG, Netherlands nebius.com Updated Aug 14, 12:16am
Price
$255.04
Market Cap
$69.3B
Employees
1,543
Beta
Avg Volume
23,616,490
CEO
Mr. Arkady Volozh

Nebius Group N.V. is a technology company specializing in infrastructure and services for artificial intelligence developers worldwide. Based in Amsterdam, Netherlands, it focuses on providing full-stack AI-centric cloud platforms that combine large-scale GPU clusters, high-performance compute, storage, and networking resources. Nebius Group N.V. supports organizations building and deploying advanced AI models by offering scalable cloud services, managed infrastructure, and developer tools tailored to intensive machine learning and data workloads. The company operates data centers and servers designed to handle complex AI training and inference tasks, serving clients across sectors such as technology, internet services, and data-intensive enterprises. With research and development hubs and offices across Europe, North America, and Israel, Nebius Group N.V. plays a notable role in the communication services sector, particularly within internet content and information, by enabling the computational backbone required for modern AI applications and platforms.

Runs with full report Generated: Aug 14, 2026 12:24am
Price Overview
Price at report time
$255.04
as of Aug 14, 12:33am (9d ago)
Change · Aug 14
-4.16 (-1.60%)
Day Range
$247.38 – $275.96
52-Week Range
$62.01 – $299.86
50-Day MA
$221.72
200-Day MA
$145.69
Volume
36,012,698.00
Right now · live
Log in to get the live feed
Members see the real-time price and the move since this report (over 9d).
Share Structure
Outstanding 253,898,194.00
Float 207,260,642.00
Free Float 81.6%
High free float — 81.6% of shares trade freely, ~18.4% held by insiders/institutions
Very liquid — most shares trade freely. Low insider ownership can mean less management alignment, but makes large position sizing straightforward.
Price History (1 Year)
Last updated: Aug 14, 2026 12:39am (9d ago)
Revenue & Net Income Trend
The directional story — useful even when net income is negative.
Last updated: Aug 12, 2026 10:14am (11d ago)
Why there are no quarterly figures for Nebius Group N.V.

This company does not file structured financial statements with the U.S. SEC, so quarterly figures aren't available from our filings-based data engine. Annual figures shown here come from the sources that do cover it.

Revenue
The top line — total sales before any costs or taxes are subtracted. A measure of how much business the company is doing.
Net Income
The bottom line — profit left after subtracting all expenses, interest, and taxes from revenue. Reflects accounting profitability, but includes non-cash items like depreciation, so it isn't the same as cash earned.
Operating Cash Flow
The real cash generated by the day-to-day business — selling products, paying suppliers, collecting from customers. Calculated from net income by adding back non-cash items and adjusting for timing (unpaid bills, unsold inventory). When OCF consistently lags net income, the reported profit may not be converting to real money.
Period Revenue Net Income Net Margin YoY/QoQ
Key Metrics
TD Twelve Data statement HEX SEC filing
P/E Ratio (Price per dollar of earnings)
HEX
Stock Price / EPS (Diluted)
772.85
Stock Price: $255.04
EPS (Diluted): 0.33
P/B Ratio (Price vs net asset value)
HEX
Stock Price / Book Value Per Share
Stock Price: $255.04
Total Equity: N/A
Shares: 247,679,946
Equity not available in balance sheet
EV/EBITDA (Total value vs operating profit)
HEX
Enterprise Value / EBITDA
-321.49
Market Cap: $69.33B
Total Debt: $4.13B
Cash: $3.68B
EBITDA: -$193.80M
Enterprise Value (Takeover price (cap + debt - cash))
HEX
Market Cap + Total Debt - Cash
$62.3B
Market Cap: $69.33B
Total Debt: $4.13B
Cash: $3.68B
Gross Margin (Revenue left after direct costs)
HEX
Gross Profit / Revenue
68.6%
Gross Profit: $363.60M
Revenue: $529.80M
Operating Margin (Revenue left after all operations)
HEX
Operating Income / Revenue
-115.5%
Operating Income: -$611.70M
Revenue: $529.80M
Net Margin (Revenue left as actual profit)
HEX
Net Income / Revenue
15.6%
Net Income: $82.50M
Revenue: $529.80M
ROE (Profit from shareholder equity)
HEX
Net Income / Total Equity
Net Income: $82.50M
Total Equity: N/A
Equity not in balance sheet
ROIC (Profit from all invested capital)
HEX
NOPAT / Invested Capital
Operating Income: -$611.70M
Tax Rate: 29.0%
Equity: N/A
Total Debt: $4.13B
Cash: $3.68B
Missing from API: Equity
Current Ratio (Can it pay short-term bills)
HEX
Current Assets / Current Liabilities
3.08
Current Assets: $4.71B
Current Liabilities: $1.53B
Debt/Equity (Leverage — debt vs equity)
HEX
Total Debt / Total Equity
Short-Term Debt: $24.50M
Long-Term Debt: $4.10B
Total Debt: $4.13B
Total Equity: N/A
Missing from API: Total Equity
Rev/Share (Top-line per share)
HEX
Revenue / Shares Outstanding
$2.14
Revenue: $529.80M
Shares: 247,679,946
Book Value/Share (Net assets per share)
HEX
(Total Assets - Total Liabilities) / Shares
Total Equity: N/A
Shares: 247,679,946
Missing from API: Total Equity
FCF/Share (Real cash generated per share)
HEX
(Operating Cash Flow + CapEx) / Shares
$-14.86
Operating CF: $384.80M
CapEx: -$4.07B
Shares: 247,679,946
CapEx is negative (outflow) — added to OCF to get FCF
Div Yield (Annual income from holding)
TD
Last Annual Dividend / Stock Price
Last Dividend: $0.00
Stock Price: $255.04
Payout Ratio (Earnings paid out as dividends)
HEX
Dividends Paid / Net Income
Dividends Paid: N/A
Net Income: $82.50M
Dividends paid not available in cash flow statement
Industry Benchmarks
Last run: Aug 14, 2026 12:21am
Compares NBIS against LLM-researched typical ranges for its industry. One research call per industry, cached indefinitely — every stock in the same industry reuses the same baseline.
Income Statement (Annual)
Last updated: Aug 12, 2026 10:14am (11d ago)
Metric 2021 2022 2023 2024 2025
Revenue $4.8B $7.4B $8.9B $117.5M $529.8M
Cost of Revenue $2.3B $3.3B $4.0B $73.4M $166.2M
Gross Profit $2.5B $4.1B $4.9B $44.1M $363.6M
Operating Expenses $2.6B $3.9B $4.6B $484.8M $975.3M
Operating Income -$178.7M $188.2M $317.4M -$440.7M -$611.7M
Net Income -$197.2M $677.0M $242.8M -$641.4M $82.5M
EBITDA $145.8M $627.1M $762.9M -$363.4M -$193.8M
EPS $-0.54 $1.52 $0.60 $-2.28 $0.34
EPS (Diluted) $-0.54 $1.17 $0.59 $-2.28 $0.33
Balance Sheet (Annual)
Last updated: Aug 12, 2026 10:14am (11d ago)
Metric 2021 2022 2023 2024 2025
Cash & Equivalents $1.1B $1.2B $1.1B $2.4B $3.7B
Total Current Assets $2.7B $3.4B $3.5B $2.5B $4.7B
Total Assets $6.9B $8.8B $8.8B $3.5B $12.4B
Current Liabilities $1.5B $2.7B $3.9B $264.0M $1.5B
Long-Term Debt $424.9M $551.2M $4.1B
Total Liabilities $3.3B $4.0B $5.5B $294.9M $7.8B
Total Equity $3.7B $4.8B $3.3B
Retained Earnings $1.8B $2.5B $2.2B $3.2B $3.3B
Cash Flow (Annual)
Last updated: Aug 12, 2026 10:14am (11d ago)
Metric 2021 2022 2023 2024 2025
Operating Cash Flow $125.1M $592.8M $783.4M $245.6M $384.8M
Capital Expenditure -$600.6M -$718.6M -$1.0B -$807.7M -$4.1B
Free Cash Flow -$475.5M -$125.8M -$227.2M -$562.1M -$3.7B
Acquisitions (net) -$8.2B -$820.0M
Net Debt Issued / (Repaid) -$704.6M -$1.5B $-700,000 $4.2B
Dividends Paid
Stock Buybacks -$93.8M
Net Change in Cash -$714.1M $71.7M $149.7M $1.4B $1.3B
Growth Trends (YoY %)
Last updated: Aug 12, 2026 10:14am (11d ago)
Metric 2022 2023 2024 2025
Revenue Growth +54.7% +20.3% -98.7% +350.9%
Gross Profit Growth +67.2% +19.6% -99.1% +724.5%
Operating Income Growth +205.3% +68.7% -238.8% -38.8%
Net Income Growth +443.3% -64.1% -364.2% +112.9%
EBITDA Growth +330.1% +21.7% -147.6% +46.7%
0Company Classification 1Industry Landscape 2Company Momentum 3Forward Projection 4aDCF Valuation 4bEarnings Power Value 4cAnchored PE 4dReverse DCF 4eRevenue-Based DCF 4fAnchored P/S 4gScenario Analysis 4hDividend Discount Model 4iBook Value Analysis 4jInsider Activity 4fCash Flow Quality 4gDebt Maturity Risk 4hMacro Environment 4iSector Intelligence 4jRevenue Confidence 4kSensitivity Analysis 4lSector Demand Cycle 5AI Investigation 5bThesis Evaluation 6Valuation Synthesis
computed not applicable 17 computed · 7 not applicable
Narrative Economics
The story the market is telling about this stock — the intangible X-factor (founder mythology, cult dynamics, TAM-of-imagination) that moves price beyond what cash flows alone explain. After Shiller, Narrative Economics.
No narrative profile yet for NBIS — it's generated by the pipeline (market-narrative step).
AI Lens 4th lens · how AI reaches this business · 5-yr
2026-08-14
The creme is there an opportunity here? Conditional opportunity
The purest AI-demand exposure in the pool, sold as a depreciating commodity — own it for the volume, but only if the contracts outlive the hardware.
Exposure is 97 and position only 59 because Nebius captures AI's growth while capturing little of its scarcity: 350% revenue growth and 68.6% gross margin sit on a -115% operating margin and $3.68B of negative FCF, so the whole thesis reduces to backlog duration and price per GPU-hour versus depreciation and cost of capital. The bull-bear spread of 21 to 89 is honest bimodality, not hedging — long take-or-pay contracts with creditworthy anchors plus rising managed-inference mix unlocks the upside; a single quarter of new bookings repriced below prior vintages, or an anchor renegotiation, kills it. Watch realized revenue per energized MW and contracted MW disclosure before the market watches reported gross margin.
59
AI Position
Levered beneficiary — direction depends on contract-vs-depreciation math
Nebius is a pure-play toll booth on AI training and inference demand, but it rents a depreciating commodity with borrowed money, so cheap intelligence expands its volume while attacking its price per GPU-hour.
Exposure 97 Confidence 61 50 = neutral
Primary Tailwind

Every incremental dollar of model training and inference spend flows through rented accelerated compute, and hyperscaler capacity is contracted out years ahead — Nebius sells the one input the entire AI build-out is short of, with revenue up 350% YoY against a 10% industry rate.

Primary Pressure

GPU-hours are a fungible commodity: as supply from hyperscalers, CoreWeave-type peers and chip-vendor-backed clouds lands, spot and contract pricing per unit falls faster than Nebius's 4-6 year depreciation schedules assume, and the company is funding assets with a $3.68B annual FCF deficit.

Forensic fingerprint same 11 factors for every stock · 0 unfavorable · 50 neutral · 100 favorable
Underlying Need Persistence do people still need this at all? 93
Demand for accelerated compute to train and serve models is the most secure need in the pool.
Cheaper intelligence increases aggregate compute consumed; the customer's job — get models trained and tokens served without owning a data centre — persists and grows through the forecast window.
Aggregate AI capex guidance from model labs · Inference share of total workload mix · Enterprise GPU rental demand outside big labs
relevance 95 · confidence 86
Solution Persistence will they still solve it this way? 62
Renting GPU clusters from a specialist neocloud persists, but the buyer set may consolidate back to hyperscalers and self-build.
Large labs increasingly build or take long-term hyperscaler capacity directly; Nebius's role depends on remaining the fast, flexible marginal supplier rather than the default one.
Customer concentration in top accounts · Renewal rates on expiring clusters · Labs announcing owned data centres
relevance 88 · confidence 58
Intelligence Commoditization does cheap AI power them or copy them? 66
Cheap intelligence powers Nebius's revenue base but simultaneously commoditizes the GPU-hour it sells.
Model efficiency gains cut compute per useful output while inducing more output; the net is volume-positive, price-negative, and Nebius has no pricing shelter beyond contract structure.
Realized revenue per GPU-hour trend · Spot H100/B200 rental price prints · Efficiency gains in serving stacks
relevance 85 · confidence 60
Responsibility Transfer are they paid to take the blame? 42
Nebius takes on uptime and sovereignty obligations but no regulated liability customers dread owning.
SLAs and EU data-residency give some stickiness for European enterprise workloads, but this is not a compliance vertical customers refuse to internalize — it's operational outsourcing.
EU sovereign-cloud contract wins · SLA credits or outage disclosures · Regulated-industry customer additions
relevance 38 · confidence 62
Scarcity Migration do their assets get rarer or more common? 68
Scarcity is moving from chips to powered land and grid interconnects — Nebius owns some, not uniquely.
Its Finland, UK, Israel and US sites plus early Nvidia allocation are the real assets, and their relative value rises as power becomes the binding constraint; but capital-rich rivals are acquiring the same thing.
Contracted MW secured and energized · Cost per MW of new sites · Next-gen chip allocation confirmations
relevance 92 · confidence 57
Customer DIY Preference will customers just build it themselves? 48
The largest customers are precisely the ones most able and willing to build their own capacity.
Frontier labs and mega-cap adopters treat compute as strategic and vertically integrate once scale justifies it, leaving neoclouds the mid-market and burst demand — a smaller, more price-sensitive pool.
Anchor tenants announcing self-build · Mid-market revenue share growth · Average contract size trajectory
relevance 72 · confidence 58
AI Intermediation Position do AI agents go through them or around them? 63
Nebius sits under the agent stack as execution substrate, but is routed to on price, not preference.
Agentic workloads must land on someone's silicon and Nebius supplies it, yet nothing binds an orchestration layer to Nebius specifically — switching is a config change once data gravity is modest.
Managed inference/API revenue mix · Storage and data-gravity attach rates · Multi-cloud routing tools adoption
relevance 70 · confidence 55
Data Leverage does their data make AI better? 33
Nebius runs customers' data without owning proprietary data that improves its own product.
Unlike a vertical SaaS incumbent, its learning loop is operational (scheduling, cluster efficiency, ex-Yandex engineering know-how) rather than a data asset competitors cannot rebuild.
Utilization efficiency vs peers · Proprietary orchestration software wins · Toloka data-labeling contribution
relevance 48 · confidence 66
AI Margin Conversion do the AI savings become profit? 44
68.6% gross margin sits above a -115% operating margin and a $3.68B FCF outflow — savings have not become profit.
The AI boom is currently converting into capex, depreciation and financing cost rather than shareholder cash; the conversion only appears if utilisation and contract pricing hold as the asset base matures.
Operating margin path toward breakeven · Depreciation life assumptions and changes · Cash burn versus committed capex
relevance 90 · confidence 55
Revenue Unit Durability does the thing they charge for survive? 47
The GPU-hour survives as a unit but deflates in price relentlessly.
Nebius must sell more units each year just to stand still on revenue; only long-dated take-or-pay contracts or higher-layer managed services make the unit durable in dollar terms.
Backlog duration and pricing disclosed · Take-or-pay share of contracted revenue · Revenue per MW deployed
relevance 88 · confidence 58
Entrant Compression how easily can newcomers copy them? 34
Capital and power are the only barriers, and both are currently abundant for well-funded entrants.
Neoclouds proliferate because the product is standardized reference architecture plus financing; hyperscalers and chip-vendor-backed clouds can undercut on cost of capital whenever they choose.
New neocloud capacity announcements · Hyperscaler discounting on GPU instances · Cost-of-capital spread vs hyperscalers
relevance 80 · confidence 63

AI Lens thesis

AI does not threaten Nebius's demand — it IS Nebius's demand. The company's entire economic question is whether it can convert AI capex into cash before the asset deflates: cheaper intelligence means more total tokens (volume up) but also more efficient models, better inference kernels, and abundant competing capacity (price per GPU-hour down). Nebius owns no proprietary data, no model, and no switching cost beyond contract term; its scarce assets are powered data centre sites, grid interconnects, allocation from Nvidia, and a genuinely capable ex-Yandex infrastructure engineering bench. Scarcity is migrating from chips toward power and land, which favours operators who lock sites early — Nebius is doing that, but so is everyone with capital. So the transmission mechanism is financial, not technological: contracted backlog duration and yield versus cost of capital and residual value. If long take-or-pay contracts with creditworthy anchors cover asset cost inside the useful life, this compounds; if it fills capacity on short-term merchant pricing, the 68.6% gross margin is an accounting artefact ahead of depreciation and a -115% operating margin becomes structural.

Thesis breaker Contracted backlog that lengthens in duration and holds price per GPU-hour, with utilisation above 90% and operating margin crossing positive, breaks the bear read; a quarter where new bookings reprice materially below prior-year rates or an anchor customer renegotiates breaks the bull read.
What the market may be underestimating

Upside The pivot from training to inference favours steady multi-year utilisation and higher-value managed layers (inference APIs, storage, orchestration), which carry software-like margins on top of the same iron; the Toloka and Avride stakes are option value the compute narrative ignores.

Downside Residual-value collapse is silent: rental rates on prior-generation accelerators can fall well before the books write them down, so reported gross margin stays flattering while economic returns on the 2025 capex vintage go negative — and the financing to keep buying is only available while sentiment holds.

Outcome range spread 68 · unresolved

21Bear case
58Central case
89Bull case
Three headline numbers, deliberately never blended: Position (which way), Exposure (how much it matters at all), Confidence (how sure). The fingerprint asks every stock the same 11 questions so companies a sector label would lump together get told apart. Not an input to GEM/Coal or the Q/V/S lenses.
Claude Reading
Independent analyst synthesis · claude-opus-4-7 · generated 2026-08-14 00:38:13
Verdict Overvalued at $255 on story-driven multiple expansion — probability-weighted fair value $160-180; avoid new longs, don't short (squeeze risk on AI-infra narrative is real), revisit after next quarterly print for revenue slope confirmation.

The raw numbers here tell a story the models mostly caught but understated in one direction and overstated in another. The 2023→2024 revenue collapse from $8.92B to $117.5M isn't a business failing — it's the Yandex divestiture, and treating that as a "-75.6% CAGR" is analytically meaningless. The relevant number is 2024→2025: $117.5M to $529.8M, a 4.5x jump, with gross margin expanding from 37.5% to 68.6%. That's a genuine cloud-economics signature emerging, not a commodity GPU reseller. Operating loss widened to -$611.7M and FCF is -$3.68B against $4.07B capex — this is a company spending its entire ~$3.68B cash pile plus debt ($4.13B) on GPU buildout. The runway math is the whole game: at current burn, they need either a capital raise or revenue to compound another 3-4x before 2027 to avoid dilution at unfavorable terms.

Where I partially dissent from the synthesis: the "Priced for Perfection / -11 thesis score" verdict leans too heavily on the hyperscaler-competition bear case and undercredits what the 68.6% gross margin at $530M scale actually signals. Pure GPU rental commodity plays (CoreWeave pre-contract-lock, Lambda) don't print 68% gross margins — that suggests either favorable early NVIDIA allocation pricing, software/orchestration layer value capture, or accounting treatment of long-term contracts I can't verify from this file. On the other hand, the synthesis undersells one bear point: at $69.3B market cap on $530M TTM revenue (131x sales), the market isn't pricing "credible challenger" — it's pricing near-certainty of $5-7B revenue by 2028 at hyperscaler-like margins. That's a 10x from here in ~3 years while burning $3-4B annually. CoreWeave trades at ~10-12x forward sales with actual contracted backlog; NBIS trades at ~20-25x forward sales on faith.

The contrarian bull case the models miss: Nebius has something CoreWeave doesn't — a clean balance sheet from the Yandex cash-out, no Microsoft-concentration risk, European sovereignty positioning that matters for EU AI Act compliance, and Arkady Volozh's operational track record building Yandex into a $30B business. If Q4 2025 or Q1 2026 prints $250M+ quarterly revenue (implied by the 350% YoY trajectory), the narrative flips from "priced for perfection" to "priced reasonably for hypergrowth." The contrarian bear case the models also underweight: the insider selling on 2026-07-15 is a cluster of small sales (200-1500 share lots across many filers same day) — that's not one insider taking chips off, that's likely a coordinated 10b5-1 tranche or RSU vest, which is neutral-to-slightly-negative but not the "management selling heavily" the Market Forces model implies. That characterization is overstated given the lot sizes.

Where the data is thin: no quarterly revenue trajectory in the file (critical omission — the whole thesis hinges on the Q/Q slope, not annual snapshots), no contracted backlog disclosure, no customer concentration data, no equity line on the balance sheet (that's a data error, not zero equity — the pre-flight model missed this), and the 2026-dated insider transactions suggest this file is either forward-dated or the timestamp convention is unusual. The pe_ratio of 772 and net_margin of 15.6% on -115% operating margin means there's a large non-operating gain (likely Yandex divestiture proceeds) inflating net income — the $82.5M NI is not operating earnings and shouldn't anchor any valuation work. I agree with the anomaly flags: ignore P/E, ignore EV/EBITDA, focus on EV/revenue against forward estimates and cash runway. My verdict: the synthesis "Priced for Perfection" call is directionally right but the -11 thesis score understates asymmetry — this is a bimodal outcome (either $400+ or $80) where at $255 the risk/reward is genuinely poor for new money but not a table-pounding short. Fair value on a probability-weighted DCF using 60% probability of $2.5B revenue by 2027 at 25x sales and 40% probability of dilutive capital raise cutting equity value in half lands around $160-180. Wait for the next earnings print — if quarterly revenue crosses $200M with stable gross margin, re-underwrite; if it stalls near $150M, the bear case dominates fast.

GPT Reading
Independent reading · gpt-5.4 · generated 2026-08-14 00:38:29
Verdict Overvalued at $255 — fair value requires proof of >$1.5B revenue and sharply better cash conversion; today’s price discounts a top-tier AI infrastructure outcome far too early.

At $69.3B, Nebius is being valued on a future that is not merely optimistic but extremely specific. The current business, as shown in the raw numbers, is nowhere near supporting that enterprise value. 2025 revenue is only $529.8M, even after exploding from $117.5M in 2024, and against that the company posted an operating loss of $611.7M. Gross margin of 68.6% is the one number that bulls can legitimately point to, because it says the service being sold is not pure commodity pass-through; but the rest of the P&L says the company is still in the “build at all costs” phase. Free cash flow was negative $3.68B on capex of $4.07B, which is the central fact here. This is not a software story where operating leverage can suddenly appear without more capital. It is a balance-sheet-intensive infrastructure buildout.

The easiest mistake is to look at the 2025 net income of $82.5M and conclude the losses are narrowing faster than they really are. They are not. Net income is clearly not the right anchor when operating losses are larger than revenue and when the company simultaneously burned billions in free cash flow. The gap between operating loss of $611.7M and positive operating cash flow of $384.8M tells you working capital, prepayments, non-cash items, or accounting effects are doing a lot of the lifting. That can happen in a fast-scaling infrastructure business, but it does not make the economics mature. On valuation, 119x sales and 118x EV/revenue is absurdly high for any capital-intensive business, let alone one with negative EBITDA and net debt of roughly $450M after subtracting $3.68B cash from $4.13B debt. To justify this price, Nebius likely needs to reach several billions of high-margin revenue quickly, not eventually. If it got to $5B of revenue in five years, that would require roughly a 57% CAGR from 2025’s base; even then, today’s valuation would still assume premium cloud-style margins and a durable moat against much larger players.

What stands out most is the mismatch between the quality of the revenue growth and the market’s confidence in the terminal outcome. Yes, going from $117.5M to $529.8M in one year is real evidence of demand. But this came alongside a $4.07B capex bill, so the relevant question is not “is demand there?” but “what incremental returns is this capex earning?” The data provided does not show that yet. A company can buy growth in AI infrastructure by pouring billions into GPUs and data center capacity; that does not mean it has built a superior business. The history in the annuals also matters: the collapse from $8.92B in 2023 to $117.5M in 2024 makes long-run trend analysis messy because this is effectively a different company after a major restructuring. That cuts both ways, but for valuation it means investors are paying a massive premium before there is a multiyear record of stand-alone economics.

The best argument against my bearish read is straightforward: 2025 may be the first real year of the new Nebius, so traditional multiples are almost intentionally misleading. If management has secured scarce GPU supply, demand for AI compute could let revenue compound far faster than typical cloud businesses, and the 68.6% gross margin suggests there may be more pricing power here than skeptics assume. In that frame, the $4.07B capex is not reckless burn but the cost of grabbing share in a supply-constrained land rush, and the positive operating cash flow of $384.8M hints customers may be committing capacity up front. If revenue can scale from $529.8M to $2B-$3B in the next two to three years while gross margins stay above 60%, today’s sales multiple would compress rapidly and the market would look prescient rather than manic. I weigh that less heavily because this still requires flawless execution in a market where hyperscalers, Nvidia’s own ecosystem, and numerous GPU cloud specialists all want the same pool of economics.

What would change my mind is not another narrative beat or another year of triple-digit percentage growth off a small base; it is evidence of efficient scaling. Specifically, I would want to see annual revenue exceed $1.5B within the next year or two, gross margin hold above 60%, operating losses shrink materially relative to sales, and capex intensity fall enough that free cash flow moves from negative $3.68B toward at least breakeven without starving growth. If Nebius can show that each new dollar of infrastructure spend is producing durable, high-return revenue rather than rented growth, then a premium is warranted. Until then, the stock is priced as if the hard part is already solved when the numbers say the hard part has barely begun.

Grok Reading
Independent reading · grok-4.5 · generated 2026-08-14 00:39:00
Verdict Overvalued at $255 / ~119× sales — AI infra scarcity story cannot justify $69B on $530M rev and –$3.7B FCF

The numbers describe a company that has been financially reinvented rather than one that has earned a $69B franchise. After the 2024 collapse from the old $8.92B Yandex-scale revenue base to $117.5M, the 2025 print of $529.8M is real acceleration—roughly 4.5× year-over-year—and the 68.6% gross margin shows the GPU-cloud mix can be structurally attractive. That is where the bullish story stops being supported by the income statement. Operating loss of $611.7M on half a billion of revenue, free cash flow of –$3.68B against only $3.68B of cash, and $4.07B of capex mean the entire enterprise is a pure build-out bet financed by dilution or more debt. Net income of $82.5M is not operating proof; it sits beside a –115% operating margin and is almost certainly non-cash or one-time noise. At 119× sales and 773× earnings the market is not discounting a growth company—it is discounting a finished hyperscale winner that does not yet exist.

What stands out most is the mismatch between unit economics today and the capital intensity required to keep the narrative alive. Positive operating cash flow of $385M is overwhelmed by capex four times larger; net debt is already roughly flat to cash, and equity is unreported or zeroed in the briefing. Recent revenue CAGR of –76% is an artifact of the spin, but the forward math implied by a $69B cap is unforgiving: even if Nebius compounds to $3–4B of revenue in a few years at still-elevated cloud margins, the multiple compresses violently unless it also achieves durable pricing power against AWS, Azure, and Google. Insider flow in mid-2026 is net selling across multiple lots on the same day, which is consistent with management treating elevated paper value as an exit window rather than a signal of under-valuation.

The strongest contrary case is straightforward and should be taken seriously. GPU scarcity is not imaginary; specialized clusters with high utilization can print 60%+ gross margins while hyperscaler capacity remains rationed, and Nebius has already demonstrated 350%+ recent growth off the new base with a clean gross-margin profile. If the shortage persists through 2026–27, early GPU allocations become a temporary moat, enterprise AI budgets keep expanding, and a path to $2–3B revenue at scale margins is plausible—enough to make today’s price look merely expensive rather than absurd. Bulls will also note the current ratio above 3× and the fact that narrative platforms are routinely valued on revenue trajectory rather than near-term earnings. I weigh that case down because the same data shows cash burn equal to the entire cash balance in a single year, no demonstrated moat beyond access to silicon that NVIDIA and the hyperscalers control, and a valuation that already embeds top-three AI-cloud status. Temporary scarcity is not a durable franchise; when capacity normalizes, pricing power collapses and the 119× sales multiple has nowhere to hide.

I would reverse to neutral or constructive only on two concrete developments: four consecutive quarters of revenue above a $2B run-rate with free-cash-flow burn falling below $1B annually while gross margin holds above 60%, or clear multi-year contracted GPU capacity and enterprise backlog that de-risks the competitive set against hyperscalers. Absent those, the stock is a story priced as a finished platform.

Big-3 Panel — where each AI stands
Each AI above independently stated a direction (undervalued, fairly valued, or overvalued) and how strongly it believes it (conviction, 0–5). We combine those into a Bull-Bear Index on a 0–10 scale: 5 is neutral, 10 is maximum bullish (undervalued at full conviction), 0 is maximum bearish. We compute the score ourselves with the same arithmetic for every seat — the models never grade their own bullishness — so the three are directly comparable. Δ shows how far each seat sits from the panel average of 1.3; a large Δ marks the dissenting voice, usually the one worth reading.
Claude claude-opus-4-7 2.0
overvalued · conviction 3/5 · Δ +0.7 vs panel · self: 3.0
GPT gpt-5.4 1.0
overvalued · conviction 4/5 · Δ -0.3 vs panel · self: 2.0
Grok grok-4.5 1.0
overvalued · conviction 4/5 · Δ -0.3 vs panel · self: 2.0
Advanced Analysis Forensic deep-dive · separate lenses
Separate reads — Company Quality (is it a great business?), Valuation (is it mispriced?), and General Sentiment (how macro + narrative are pushing it), plus AI Impact (how the AI wave reshapes it), kept deliberately apart · 2026-08-14 00:48:20
Delvantic - Cairn AI
Rich but real — pass at $255, buyer in the $170s 7/10
NBIS is a levered AI-infra toll booth with real hyper-growth, but at $255 the market is already paying for the winning outcome — sit out or nibble tiny, wait for the $170s.
The cruxWhether NBIS can lock long-duration contracts at yields that outrun GPU depreciation and the near-certain dilutive capital raise — everything else is narrative.
Forensic checks Derived mechanically from NBIS's filed financials — not from the AI lenses
Liquidity & RunwayCritical Runway
DilutionShare Count Shrinking
Earnings QualityHigh Earnings Quality
The four lensesswitch a tab for its full read — score + evidence
Company Quality
-41
Shaky
edge √Σ 84 · risk √Σ 128 · conf 5/10

Nebius is effectively a new company: revenue collapsed from $8.92B in 2023 to $117.5M in 2024 to $529.8M in 2025 after the Yandex Russia divestiture, so historical scale and profitability numbers are not comparable to the current entity. What remains is an AI infrastructure buildout with 68.6% gross margins but a -115.5% operating margin, net income of $82.5M (likely non-operating/one-time), and free cash flow of -$3.68B against $3.68B of liquid cash and slight net debt of -$449.6M. On the reported burn, runway is roughly 4 quarters absent financing, which is a live constraint given the capex trajectory of GPU infra.

Strengths 3
m55
Gross margin expansion
GM jumped from 37.5% in 2024 to 68.6% in 2025 as the mix shifted to AI infra/cloud, consistent with a scalable software-adjacent model if utilization holds.
m50
Revenue re-acceleration
Revenue grew from $117.5M to $529.8M (~4.5x) year over year, indicating real commercial traction in the reconstituted AI cloud business.
m40
Liquidity cushion, if not runway
$3.68B liquid cash and Altman Z of 5.87 mean the company is not in immediate distress; net debt of only -$449.6M leaves financing optionality.
Concerns 5
m78
Cash burn vs runway
FCF of -$3.68B against $3.68B liquid cash implies ~4 quarters of runway; further capital raises (debt or equity) are near-certain to fund the AI infra buildout.
m60
Operating losses on tiny revenue base
2025 revenue of $529.8M with operating margin of -115.5% means the current entity is deeply unprofitable at the operating line; the $82.5M net income appears to be non-operating.
m55
SBC heavy relative to revenue
SBC at 15.7% of revenue on a small revenue base is a real economic cost; the -9.1% share CAGR reflects the Yandex divestiture, not genuine capital return (buyback/SBC only 15.2%).
m45
Insider selling one-sided
17 sales totaling ~$25.5M over 12 months including founder Volozh ($11M on 2026-07-01) and other named insiders; zero open-market buys.
m40
Beneish M 9.66 statistical flag
Extreme M-score likely reflects the structural break from divestiture rather than fraud, but the discontinuity itself makes reported figures hard to trust as trend.
This is a venture-stage AI infra company wearing the ticker of a former $8B revenue business, and I have to grade the current entity, not the ghost. The setup is a classic capital-intensive land-grab: high gross margins, explosive top-line growth, and a burn rate that will exhaust the cash cushion inside a year without a raise. The earnings-quality flags I largely discount as artifacts of the Yandex separation, but the operating economics and runway math are real, and the insider tape is uniformly one-way. I'd put this at Shaky - not failing, but the business is unproven in its current form and structurally dependent on continuous access to capital. Optimism has to be earned by execution I haven't seen yet.
Verify before trusting this (6)
  • Capex plan and committed customer contracts for the AI infra buildout (magnitude and cadence of remaining spend)
  • Composition of 2025 net income of $82.5M - how much is operating vs gains on divestiture, investments (e.g., ClickHouse, Toloka stakes), or FX
  • Actual convertible/debt terms and any secured financing tied to GPU inventory
  • Customer concentration in the AI cloud segment and length of contracts
  • Whether 10b5-1 plans govern the Volozh/Korolenko/Shtan July 2026 sales
  • True post-divestiture organic share count trajectory excluding the Yandex separation mechanics
Valuation / Mispricing
-73
Rich
edge √Σ 25 · risk √Σ 118 · conf 7/10
Price $255 vs a deserved value that, on skeptical unit-economics and dilution-adjusted math, sits closer to $150-180 - roughly 30-40% downside to fair, no margin of safety. attractive below $170.00

The e2e synthesis is blunt: the current price bakes in NBIS becoming a top-3 AI cloud, requiring something like 450% revenue growth while it still burns ~$3.7B of FCF against roughly four quarters of runway. That is not a valuation cushion; that is a moonshot embedded in the tape. A $69B market cap on a venture-stage AI infra reboot means investors are paying multiples of prospective revenue on the assumption that GPU-cloud demand outpaces hyperscaler supply for years and that NBIS captures it at defensible margins - the exact bull case, priced in full. The quality lens grades the business Shaky (-41): high gross margins and hyper-growth, yes, but a burn that forces a capital raise inside 12 months. Dilution risk alone should shave deserved value, not add to it. Earnings quality is labeled high, so no incremental haircut there, but the FCF hole is the real story and it is not a quality-of-earnings issue - it is a quantum-of-cash issue.

Cheap signals 1
m25
Optionality on scarce GPU supply
If NBIS genuinely captures spillover demand hyperscalers cannot serve, revenue ramps could surprise; but this is upside optionality, not a margin of safety at $255.
Rich / priced-in 3
m78
Priced for top-3 AI cloud outcome
The synthesis explicitly states the $69B cap requires ~450% revenue growth and a hyperscaler-adjacent endgame. That is the bull case fully embedded, leaving no room for execution slippage.
m70
Cash burn forces dilution into the price
$3.68B FCF burn with ~4 quarters of runway means an equity or convert raise is near-certain; that overhang lowers deserved per-share value even if the business thesis works.
m55
Commodity-cloud margin risk not discounted
Bear frame - hyperscalers with better unit economics compressing GPU-cloud margins - is a real structural threat that a top-3-winner price does not reflect.
I cannot call this cheap at $255 with a straight face. The price already assumes NBIS wins the AI-infra land grab, and a near-term dilutive raise is baked into the setup whether the bulls admit it or not. Fair value on skeptical, dilution-adjusted math is meaningfully below spot. I would want it in the $160-180s before the risk-reward flips - roughly 30% lower - and even then I am buying a venture bet, not a value stock.
Verify before trusting this (5)
  • Forward booked capacity/contracts and take-or-pay terms in the next 10-Q
  • GPU cluster utilization and gross margin trajectory quarter-over-quarter
  • Timing and size of the next capital raise - equity, convert, or debt
  • Customer concentration disclosure - how much revenue is from a handful of model builders
  • Capex guidance vs revenue ramp to model when FCF inflects
General Sentiment
+56
Strong Tailwind
tail √Σ 131 · head √Σ 67 · conf 8/10

The pressure on NBIS right now is overwhelmingly positive and narrative-driven. Q2 revenue up 454% to $582M, adjusted EBITDA flipping positive, and a $3B annualized run rate handed the platform-monopoly bull story fresh, hard evidence, triggering a 34% single-day rally and a wave of 'neocloud supercycle' coverage. The tape is risk-on (VIX 14.6, S&P at highs), which is exactly the regime that rewards high-beta, story-driven AI infrastructure names like this one - the macro wind is at its back, not against it. Analyst and media tone has swung bullish (CoreWeave/Nebius 'room to run', bullish technicals, AI-bubble fears rebutted), and while there are visible counter-voices - Michael Burry disclosing bigger bearish bets on NBIS/MU/ORCL, and 'fully valued after 274% run' pieces - these are the kind of skepticism that typically accompanies, not derails, a live mania. Durability is the caveat: the narrative is rated only moderate, valuation is almost entirely story, and any crack in AI capex conviction hits NBIS harder than any peer given its beta and pre-scale profitability.

Tailwinds 3
m90
Narrative just got hard validation
454% revenue growth, positive EBITDA, and $40B in customer commitments turned the 'alternative GPU cloud' story from thesis into proof, supercharging the platform-monopoly narrative right when the market wanted to believe it.
m70
Risk-on tape amplifies high-beta AI names
With VIX at 14.6 and indices at highs, capital is chasing exactly this profile - high-beta, story-heavy, AI-infrastructure. NBIS is a leveraged expression of the regime, not a victim of it.
m65
Sector-wide bullish flow
CoreWeave's own beat and coverage framing neoclouds as 'the engine of the AI supercycle' create sympathy buying and a rising-tide effect that pulls NBIS along on every up day.
Headwinds 3
m45
Burry short and valuation chatter
Michael Burry publicly increasing bearish bets on NBIS alongside 'fully valued' and 'AI bubble' headlines seeds a credible bear counter-narrative that can be weaponized fast if any AI capex data point disappoints.
m40
Story-only valuation = fragile durability
At ~$69B on early revenue, the price is almost entirely narrative. Durability is only moderate, so any hint of GPU oversupply, hyperscaler pricing pressure, or insider selling would land disproportionately hard on this specific name.
m30
Macro rate backdrop
10y at 4.68% and market PE 26 are a persistent drag on long-duration story stocks; muted for now by risk-on flows, but it caps multiple expansion and raises the bar for the next print.
Net pressure is a strong tailwind and it is not subtle - a blowout earnings print just handed the platform-monopoly story exactly the validation it needed, and it landed in a risk-on tape that rewards precisely this high-beta, narrative-heavy profile. Burry and the 'fully valued' crowd are real but they are the standard skeptic chorus that trails every mania, not a force actively de-rating the stock today. I would lean with the tape here, while respecting that the same narrative fragility that is lifting NBIS now can reverse sharply on the first AI-capex wobble.
Verify before trusting this (5)
  • Whether the post-print rally holds or fades into distribution over the next 2-3 weeks
  • Any incremental disclosure on Burry's short sizing or a broader hedge-fund pivot against neoclouds
  • Hyperscaler capex commentary and GPU pricing signals that could crack the shortage narrative
  • Insider selling filings following the run
  • Sector rotation out of AI infrastructure into laggards
The market-wide tape + this name's exposure to it (beta / sector / narrative durability). Context on the non-fundamental pressure — not a call on the business or the price. processId: detail-general-sentiment
AI Impact
+14
Levered beneficiary — direction depends on contract-vs-depreciation math
opp √Σ 96 · thr √Σ 31 · conf 6/10

AI does not threaten Nebius's demand — it IS Nebius's demand. The company's entire economic question is whether it can convert AI capex into cash before the asset deflates: cheaper intelligence means more total tokens (volume up) but also more efficient models, better inference kernels, and abundant competing capacity (price per GPU-hour down). Nebius owns no proprietary data, no model, and no switching cost beyond contract term; its scarce assets are powered data centre sites, grid interconnects, allocation from Nvidia, and a genuinely capable ex-Yandex infrastructure engineering bench. Scarcity is migrating from chips toward power and land, which favours operators who lock sites early — Nebius is doing that, but so is everyone with capital. So the transmission mechanism is financial, not technological: contracted backlog duration and yield versus cost of capital and residual value. If long take-or-pay contracts with creditworthy anchors cover asset cost inside the useful life, this compounds; if it fills capacity on short-term merchant pricing, the 68.6% gross margin is an accounting artefact ahead of depreciation and a -115% operating margin becomes structural.

AI opportunities 5
m82
Underlying Need Persistence
Demand for accelerated compute to train and serve models is the most secure need in the pool.
m21
Solution Persistence
Renting GPU clusters from a specialist neocloud persists, but the buyer set may consolidate back to hyperscalers and self-build.
m27
Intelligence Commoditization
Cheap intelligence powers Nebius's revenue base but simultaneously commoditizes the GPU-hour it sells.
m33
Scarcity Migration
Scarcity is moving from chips to powered land and grid interconnects — Nebius owns some, not uniquely.
m18
AI Intermediation Position
Nebius sits under the agent stack as execution substrate, but is routed to on price, not preference.
AI threats 2
m16
Data Leverage
Nebius runs customers' data without owning proprietary data that improves its own product.
m26
Entrant Compression
Capital and power are the only barriers, and both are currently abundant for well-funded entrants.
The purest AI-demand exposure in the pool, sold as a depreciating commodity — own it for the volume, but only if the contracts outlive the hardware. Exposure is 97 and position only 59 because Nebius captures AI's growth while capturing little of its scarcity: 350% revenue growth and 68.6% gross margin sit on a -115% operating margin and $3.68B of negative FCF, so the whole thesis reduces to backlog duration and price per GPU-hour versus depreciation and cost of capital. The bull-bear spread of 21 to 89 is honest bimodality, not hedging — long take-or-pay contracts with creditworthy anchors plus rising managed-inference mix unlocks the upside; a single quarter of new bookings repriced below prior vintages, or an anchor renegotiation, kills it. Watch realized revenue per energized MW and contracted MW disclosure before the market watches reported gross margin.
Verify before trusting this (8)
  • Aggregate AI capex guidance from model labs
  • Inference share of total workload mix
  • Enterprise GPU rental demand outside big labs
  • Contracted MW secured and energized
  • Cost per MW of new sites
  • Next-gen chip allocation confirmations
  • Operating margin path toward breakeven
  • Depreciation life assumptions and changes
The structural effect of the AI wave on this specific business over the next ~5 years — demand, cost leverage, moat, barriers to entry, position in the AI stack. The reality beneath the AI story, not the story's market pressure (General Sentiment owns that) — and not a call on the business today or the price.
Growth Outlook
not run

This lens hasn't been run for this ticker yet.

The forward growth verdict — is the business itself likely to grow (next 2 quarters / year 1 / years 2–3), judged against its category and against printed expectations. The full horizon ladder + creme renders on the Growth Outlook card above. Not a call on the price (Valuation owns that) or the tape (Sentiment owns that).
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Lenses kept deliberately separate — Company Quality (price-agnostic), Valuation (price-conditional), General Sentiment (non-fundamental macro/narrative pressure), AI Impact (structural ~5yr AI exposure), and Growth Outlook (the forward growth verdict). The scores are not blended. Filing-level items (convertibles, lock-ups, customer concentration) are v2 — see each lens's "verify."
Price Prediction
Lower -19.6% v0.6.0 View full prediction →

When we made this prediction on Aug 14, 2026, NBIS was $255.04. We expect it to be $205.00 by Feb 2027, and we consider it great value under $170.00. This is an early model (v0.6.0) — the direction is more reliable than the exact price. Made Aug 14, 2026.

Price when predicted$255.04
Our estimate for Feb 2027$205.00-19.6%
Great value below$170.00
Price history shown (6 Months)

Blue is our prediction, starting the day we made it. Grey is a slower route to the same place — the same destination, taking longer. Black is the actual price, so you can see how we are doing.

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My Notes personal — only you see this
v1.1.562 · 9b2927c4 · 2026-08-22 16:52:06