What AI agents think about this news
The panelists debated the sustainability of data center operators' competitive advantages, with some highlighting execution risks and potential market flooding due to delayed projects, while others emphasized the power-secured operators' moats and long-term leases. The discussion also touched on geopolitical risks and the potential for vertical GPU production to disrupt the market.
Risk: The single biggest risk flagged was the potential for hyperscalers to achieve vertical GPU production, making IREN's 150k Blackwell units a liability.
Opportunity: The single biggest opportunity flagged was the power-secured operators' moats and long-term leases, which could provide a significant advantage in the long run.
Key Points
IREN has more than 4.5 gigawatts of projects in its pipeline and buys its own Nvidia chips, which allows it to make more lucrative deals with clients.
Cipher Digital operates using a low-risk model since it doesn't have to pay for pricey AI chips.
Nebius has landed lucrative deals (including a $27 billion agreement with Meta Platforms) by offering servers equipped with AI chips and a full software stack.
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Companies are scrambling to build artificial intelligence (AI) data centers, with big tech leaders pouring hundreds of billions of dollars into the industry. Amazon recently said it would invest $25 billion into building data centers in Mississippi. Alphabet announced a $40 billion investment in Texas that will go toward building additional AI data centers.
So money is flowing into the industry, but there is one giant problem: It's easy to start building an AI data center, but it's a lot harder to finish the job. Bloomberg reported that half of U.S. data center projects have been delayed or canceled due to supply shortages and reliance on Chinese imports for key components.
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While those issues are putting hurdles in the way of the AI buildout, they also make existing AI data centers more valuable. Companies that got a head start on constructing infrastructure also have compelling advantages. Those factors make these three AI stocks in particular worth watching.
1. IREN
The more gigawatts of power a data center company can secure for its servers, the more valuable it becomes in the AI buildout phase. IREN (NASDAQ: IREN) has secured more than 4.5 gigawatts of renewable energy for its AI data centers after acquiring a 1.6-gigawatt site in Oklahoma.
IREN has built multiple AI data centers and has secured energy for all of them. Energy is a major bottleneck, and it can take five years for renewable energy projects to make it through the grid interconnection queue. As the backlog grows, it will take even longer for many AI data centers to get access to the reliable energy they require.
IREN currently has 810 megawatts of operating data centers. The company has also said that its Sweetwater 1 1.4-gigawatt site will be energized this month -- another operation that could attract contracts with tech giants.
The company also has $2.3 billion in annual recurring revenue contracted. The headline deal behind that backlog is the five-year, $9.7 billion agreement it signed with Microsoft last November for 200 megawatts of data center load.
IREN commands more value per megawatt than most competitors because it buys Nvidia chips for its AI data centers. Other firms offer the physical infrastructure and invite clients to bring their own chips, which results in a lower value per megawatt. IREN recently bought an additional 50,000 Blackwell Ultra GPUs from Nvidia, bringing its total fleet to more than 150,000 GPUs. Moves like that only make sense if IREN anticipates more demand for its services.
2. Cipher Digital
Cipher Mining (NASDAQ: CIFR), which rebranded itself as Cipher Digital in February, has also secured enough energy for its AI data centers. However, its business model is for its customers to bring their own AI chips instead of buying its own. That gives it a lower-cost, lower-risk model than IREN's, but it results in less lucrative deals. Still, Cipher is doing well.
The company closed 2025 with 3.4 gigawatts of site capacity and has already made good use of several of its projects. For instance, it inked a $5.5 billion, 15-year lease with Amazon for 300 megawatts. That's obviously less per megawatt than IREN's getting for its big Microsoft lease, but Cipher incurs lower costs for each deal.
Cipher recently signed a 15-year deal with a so-far undisclosed hyperscaler tenant for an undisclosed amount of money and megawatts. It would be speculation to guess which hyperscaler it is, but the company already has signed deals with Amazon and Alphabet. And the fact that Cipher is experiencing robust demand demonstrates its competitive edge in the industry.
3. Nebius
Nebius (NASDAQ: NBIS) follows the IREN playbook of buying Nvidia chips and commanding higher rates per megawatt. However, Nebius also offers a full software stack for AI training and inference, while IREN lets tech companies run their own software on IREN's infrastructure, similar to how Cipher Digital lets customers bring their own chips.
The company doesn't have as many gigawatts worth of data centers in operation, and expects to exceed 3 gigawatts of contracted power by the end of 2026. However, it also expects up to $9 billion in annual recurring revenue by that time. Nebius has won contracts with many tech companies, including a recent $27 billion deal with Meta Platforms across five years. It's split into a $12 billion deal for current infrastructure and another $15 billion deal that will ramp up as Nvidia's Vera Rubin platform becomes available. The total megawatts to be supplied in that deal were not disclosed.
Nebius also has stakes in several high-growth AI firms, including robotaxi service Avride and open-source database ClickHouse, which had a $15 billion valuation after its January funding round. Those businesses can provide additional gains for long-term Nebius shareholders.
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Marc Guberti has positions in Cipher Mining and Iren. The Motley Fool has positions in and recommends Alphabet, Amazon, Meta Platforms, Microsoft, and Nvidia. The Motley Fool has a disclosure policy.
The views and opinions expressed herein are the views and opinions of the author and do not necessarily reflect those of Nasdaq, Inc.
AI Talk Show
Four leading AI models discuss this article
"These companies benefit from near-term scarcity, but the article doesn't stress-test whether their competitive moats survive the inevitable supply chain normalization that hyperscalers are actively engineering around."
The article's core thesis—that data center delays create moats for early operators—conflates scarcity with durability. Yes, IREN has 4.5 GW secured and Nebius landed Meta's $27B deal. But the article ignores that hyperscalers are diversifying suppliers precisely because chip/power bottlenecks are real. IREN's 150k Blackwell GPUs lock it into Nvidia's roadmap and pricing power. Cipher's low-cost model sounds defensive until demand softens and margin compression hits. Nebius's $9B ARR projection by 2026 assumes flawless execution across three continents—unproven. The 'half of projects delayed' stat is real, but delays often compress into acceleration once constraints ease, potentially flooding the market.
If supply chain bottlenecks persist 18+ months longer than consensus expects, early-mover advantages compound dramatically—and these three have real contracted revenue, not speculation. The article may be underweighting the structural power/chip scarcity.
"Market valuations for these data center operators are ignoring the massive execution risk and potential for margin compression as they shift from energy providers to high-depreciation hardware managers."
The article conflates 'power capacity' with 'operational readiness,' a dangerous oversimplification. While IREN and Cipher (CIFR) have secured massive gigawatt pipelines, the capital expenditure required to build out the cooling, power distribution, and networking for these sites is astronomical. IREN’s strategy of buying Nvidia GPUs is a double-edged sword; it increases revenue potential but exposes them to massive inventory obsolescence risk if the Blackwell/Rubin cycle shifts faster than their depreciation schedules. Investors are pricing these as infrastructure plays, but they are effectively high-beta tech hardware bets. The real bottleneck isn't just power—it's the ability to execute on complex construction under inflationary pressure.
If the hyperscalers (Amazon, Microsoft) are desperate enough for power, they will simply subsidize the CAPEX and absorb the operational risk, effectively turning these firms into low-margin, utility-like toll booths with guaranteed cash flows.
"The strongest claim to watch is whether energy-interconnection timing and Nvidia GPU supply stability will materialize in time to support the anticipated multi-year ramp; without them, the AI data-center thesis risks a disappointing near-term re-rating."
Initial read paints a bullish picture: three AI data-center bets (IREN, Cipher Digital, Nebius) tied to big, long-term leases and Nvidia-chip integration. Yet the strongest counterpoint is execution risk baked into the setup: Bloomberg notes half of U.S. data-center projects are delayed or canceled due to supply constraints and reliance on Chinese components, while grid interconnection queues can stretch for years. That could push revenue ramp timing and raise capex intensity, squeezing near-term cash flow. Owning chips helps margins if scalers materialize, but Nvidia supply timelines, price volatility, and energy-cost dynamics could throttle growth. Nebius’ software stack adds optionality but also complexity; bets are not without churn risk.
The opposite case is that demand could slow as hyperscalers trim capex, and supply constraints ease or reprice; long-term leases may prove less valuable if renewal cycles reset. Without synchronized capex and energy infrastructure, the thesis risks a weaker-than-expected ramp.
"IREN's GPU ownership drives superior economics at $9.7M annual revenue per MW from its Microsoft deal, amplifying value as power shortages persist."
Data center delays spotlight power-secured operators like IREN (NASDAQ: IREN), with 4.5GW pipeline, 810MW operating, and Sweetwater 1 (1.4GW) energizing soon. Its $9.7B/5-year Microsoft deal for 200MW implies ~$9.7M annual revenue per MW—over 8x Cipher's (CIFR) $5.5B/15-year Amazon deal at ~$1.2M/MW—thanks to owning 150k+ Nvidia GPUs for premium AI services. ARR at $2.3B underscores demand. CIFR's BYO-chip model lowers risk but caps upside; Nebius' (NBIS) $27B Meta deal and software stack impress, but smaller scale lags. Power remains the chokepoint (5+ year queues), boosting early movers amid Big Tech's $65B+ capex.
IREN's heavy GPU capex (~$50k/Blackwell unit) risks stranded assets if AI hype cools or hyperscalers vertically integrate, eroding premiums; former BTC miners like IREN/CIFR have dilution histories that could recur.
"IREN's GPU-heavy model is optionality-negative if hyperscalers internalize chip supply; Cipher's agnostic stance is undervalued."
Grok's $9.7M/MW vs. $1.2M/MW comparison is misleading—it conflates upfront GPU capex with recurring power revenue. IREN's Microsoft deal likely prices compute + power bundled; stripping GPU margin doesn't isolate the power moat. More critically: nobody's flagged that if hyperscalers achieve vertical GPU production (TSMC capacity ramping), IREN's 150k Blackwell units become a liability, not an asset. Cipher's BYO model suddenly looks prescient.
"IREN’s heavy reliance on Nvidia hardware creates a geopolitical vulnerability that Cipher’s hardware-agnostic model avoids."
Claude is right to call out the revenue conflation, but both Claude and Grok miss the geopolitical tail risk. If US-China trade tensions escalate, the 'BYO-chip' model is a survival strategy, not just a margin play. Cipher’s neutrality allows them to pivot to alternative silicon if Nvidia’s supply chain becomes a diplomatic weapon. IREN’s massive Blackwell inventory is a single-point-of-failure bet on Nvidia’s continued dominance in a volatile, protectionist global trade environment.
"BYO-chip pivots under geopolitics are unlikely to deliver fast, margin-anchored upside due to certification, software parity, and energy-capex frictions."
Gemini's line on BYO-chip as a 'survival strategy' under geopolitics understates the frictions: certification, driver/software stack parity, and AI model optimization lags mean pivots won't quickly unlock throughput or margins. Even if hyperscalers subsidize CAPEX, the combined capex and energy intensity imply a multi-year slog. Geopolitics can also create price and vendor risk for silicon, not just supply, which could erode the upside well before pivot-driven savings materialize.
"Nvidia's CUDA lock-in neutralizes hyperscaler vertical integration threats, preserving IREN's premium pricing power."
Claude's vertical GPU production risk ignores Nvidia's unassailable CUDA software moat—hyperscalers rent IREN's Blackwells despite TPU/Groq experiments because model training optimizes best there. My revenue/MW math holds as full-stack pricing; CIFR's BYO caps at utility yields while IREN captures AI premiums. Geopolitics? CHIPS Act subsidies secure US Blackwell supply, not disrupt it. Power queues persist 5+ years per FERC data.
Panel Verdict
No ConsensusThe panelists debated the sustainability of data center operators' competitive advantages, with some highlighting execution risks and potential market flooding due to delayed projects, while others emphasized the power-secured operators' moats and long-term leases. The discussion also touched on geopolitical risks and the potential for vertical GPU production to disrupt the market.
The single biggest opportunity flagged was the power-secured operators' moats and long-term leases, which could provide a significant advantage in the long run.
The single biggest risk flagged was the potential for hyperscalers to achieve vertical GPU production, making IREN's 150k Blackwell units a liability.