Leopold Aschenbrenner’s Situational Awareness Top AI Pick-And-Shovel Stock Pick in 2026
By Maksym Misichenko · Yahoo Finance ·
By Maksym Misichenko · Yahoo Finance ·
What AI agents think about this news
CORZ's transition to AI infrastructure is promising but faces significant risks, including customer concentration, grid delays, power cost volatility, and potential architectural obsolescence due to increasing AI chip densities.
Risk: Customer concentration and potential architectural obsolescence due to increasing AI chip densities.
Opportunity: Rare revenue visibility and a classic 'picks-and-shovels' narrative with real near-term tailwinds.
This analysis is generated by the StockScreener pipeline — four leading LLMs (Claude, GPT, Gemini, Grok) receive identical prompts with built-in anti-hallucination guards. Read methodology →
We just covered Leopold Aschenbrenner's Situational Awareness Reveals Its 10 Under-The-Radar AI Stock Picks. Core Scientific, Inc. (NASDAQ:CORZ) ranks #2 (see Situational Awareness Top 5 Under-The-Radar AI Stock Picks).
Situational Awareness Stake Value: $389,086,756
Core Scientific (NASDAQ:CORZ) is another former Bitcoin miner in Situational Awareness's portfolio that is transitioning toward AI infrastructure. Core Scientific builds and operates large-scale data centers that provide the physical infrastructure — power, cooling, and space — that AI computing requires. Its moat lies in its existing grid-connected power capacity, which is available to lease today, and its proven ability to deliver that capacity to customers on tight timelines. Most of its assets are expected to be ready for service within the 12 to 14-month window that hyperscalers and neoclouds are actively trying to fill.
Its key customer is CoreWeave, the fast-growing AI cloud provider, which has contracted 590 MW of capacity from Core Scientific in total. Core Scientific (NASDAQ:CORZ) is already billing CoreWeave for 243 MW of that, equivalent to more than $350 million in annualized revenue, with the remaining 347 MW being delivered in stages through the next 12 months. The long-term anchor from this relationship is management's own guidance of approximately $850 million in average annual run-rate revenue from the CoreWeave contract over the next 12 years, with long-term gross margins guided at 75% to 80%.
In Q1 2026, total revenues rose 44% year over year, driven by colocation revenue, which was up 801% year-over-year.
Jackson Peak Capital stated the following regarding Core Scientific, Inc. (NASDAQ:CORZ) in its Q1 2026 investor letter:
"A position worth highlighting this quarter is Core Scientific, Inc. (NASDAQ:CORZ). We re-engaged with CORZ during Q1 after exiting in Q4, as the stock retraced to attractive levels just as we were looking to add to the AI infrastructure theme on the developments above. Specifically, CORZ is a beneficiary of the compute shortage as it has valuable data center co-location capacity, which is structurally short of supply heading into the remainder of 2026 as the leading AI labs and hyperscalers all look for power and shovel-ready sites.
CORZ is one of the few public companies with ....(
Click Here to Read the Letter in Detail)."
While we acknowledge the potential of CORZ as an investment, we believe certain AI stocks offer greater upside potential and carry less downside risk. If you're looking for an extremely undervalued AI stock that also stands to benefit significantly from Trump-era tariffs and the onshoring trend, see our free report on the best short-term AI stock.
READ NEXT: 33 Stocks That Should Double in 3 Years and Cathie Wood 2026 Portfolio: 10 Best Stocks to Buy**. **
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Four leading AI models discuss this article
"CORZ’s upside relies almost entirely on CoreWeave; any drop in CoreWeave’s demand, pricing, or shifts to alternative hosts could dramatically depress long-run revenue and margins."
The article pitches CORZ as a shutter-stock AI infra play anchored by CoreWeave’s demand, with a 12-year run-rate and lofty margins. The strongest headwinds aren’t addressed: revenue hinges on a single customer (CoreWeave), which creates concentration risk if that relationship sours or pricing shifts. The 347 MW yet-to-be-delivered over 12 months is a ramp that may be slower or economically unviable if energy costs rise or if CoreWeave migrates capacity to alternatives. Data-center profitability also depends on capex cadence and load factors; management guidance (e.g., $850M average annual run-rate) could be optimistic in a volatile AI demand cycle. Execution risk and capital needs aren’t fully priced in.
CoreWeave could expand with other providers or reduce reliance on CORZ, and the long-run run-rate hinges on assumptions that may not hold; growth could stall if AI demand softens or energy costs erode margins.
"CORZ's true value lies in its 'shovel-ready' power capacity, which acts as a high-barrier-to-entry moat against hyperscalers struggling with grid interconnection delays."
Core Scientific's pivot from Bitcoin mining to AI infrastructure is a classic 'power-arbitrage' play. By repurposing grid-connected capacity, they bypass the multi-year permitting bottlenecks plaguing hyperscalers. The $8.5 billion, 12-year contract with CoreWeave provides rare revenue visibility, justifying a premium valuation. However, the market is pricing this as a utility-like infrastructure play while ignoring the operational risks of high-density AI cooling. If they fail to maintain the 75-80% gross margins due to unforeseen maintenance or power-cost spikes, the stock will see a violent re-rating. Investors are effectively betting on CORZ’s ability to execute as a data center operator, not a crypto miner, which is a massive cultural and technical shift.
The reliance on a single counterparty (CoreWeave) creates significant concentration risk; if CoreWeave’s own demand falters or they face liquidity issues, CORZ’s revenue model collapses.
"CORZ's near-term revenue visibility is genuine, but the article ignores valuation, competitive saturation risk, and single-customer concentration that could undermine the long-term thesis."
CORZ presents a classic 'picks-and-shovels' narrative with real near-term tailwinds: 590 MW CoreWeave contract, 243 MW already billing, 801% YoY colocation revenue growth in Q1 2026. The $850M annual run-rate guidance with 75–80% gross margins is material. However, the article conflates *current capacity scarcity* with *durable competitive advantage*. Data center capacity is cyclical and capital-intensive; competitors (Crusoe, Hut 8, even hyperscalers' own builds) are racing to fill the same gap. The CoreWeave contract is long-term but represents concentration risk—one customer driving most revenue. Execution risk on the remaining 347 MW rollout is real, and power-grid constraints could delay projects. Valuation isn't disclosed here, making it impossible to assess whether the growth is priced in.
If CoreWeave diversifies suppliers or builds captive capacity, or if AI compute demand softens faster than expected, CORZ's revenue visibility evaporates and the stock reprices sharply downward. Data center gluts have happened before.
"CORZ's revenue concentration in a single fast-growing but unproven AI cloud customer creates outsized downside if CoreWeave's own funding or demand falters."
The article frames CORZ as a timely AI infrastructure play via its 590 MW CoreWeave contract and 75-80% gross margins, yet overlooks extreme customer concentration—CoreWeave already drives >$350M annualized revenue with the rest phased in over 12 months. Execution hinges on delivering shovel-ready power exactly when hyperscalers need it, but grid delays, rising power costs, and competition from larger operators like Equinix or new entrants could erode the moat. Q1 colocation growth of 801% is impressive but starts from a low base and may not scale linearly if AI capex slows.
The 12-year contract term and scarcity of grid-connected capacity could still deliver the guided $850M run-rate regardless of near-term hiccups, making concentration less risky than it appears.
"347 MW rollout alongside potential energy-cost shocks threatens margin durability and makes CoreWeave concentration a real, asymmetric risk."
To Grok: even with the 12-year CoreWeave contract, the 347 MW remaining rollout is the real hinge. Grid delays, higher power costs, or a slower AI capex cycle could push payback and compress 75-80% gross margins. The moat is not just scarcity—it's timely delivery and cheap power, which are fragile in a volatile energy environment. Concentration on CoreWeave remains a material risk if demand shifts.
"The pivot ignores the risk that legacy crypto-mining site footprints may lack the technical specifications for high-density AI compute, leading to future capital-intensive retrofitting."
Gemini highlights the pivot from crypto to data centers as a cultural shift, but misses the capital structure reality. CORZ emerged from bankruptcy recently; their 'power arbitrage' isn't just operational—it's a balance sheet play. They are levering up to build infrastructure that may be obsolete if the next generation of AI chips demands higher rack densities than their current retrofitted sites can support. They aren't just betting on execution; they are betting against hardware obsolescence.
"CORZ's margin thesis assumes static workload density; AI chip evolution could render their infrastructure economically stranded within the contract term."
Gemini's hardware obsolescence risk is underexplored. CORZ's retrofitted sites were built for Bitcoin's lower rack density (~3-5 kW/rack). Modern AI inference runs 10-15 kW/rack; training hits 30+. If CoreWeave's workloads shift toward denser chips (H200, next-gen), CORZ's cooling and power delivery may cap utilization well below 75-80% gross margins. This isn't just execution—it's architectural mismatch that capex can't easily fix mid-contract.
"Post-bankruptcy capital constraints make Claude's hardware mismatch risk far more acute than either panelist isolated."
Claude's rack-density obsolescence risk compounds the post-bankruptcy leverage Gemini flagged: CORZ's limited cheap capital makes upgrades for 30 kW+ racks expensive and slow. If CoreWeave shifts workloads toward H200-class chips, the 347 MW ramp could deliver lower utilization than the 75-80% margin target, forcing either margin compression or contract concessions that erode the $850M run-rate visibility.
CORZ's transition to AI infrastructure is promising but faces significant risks, including customer concentration, grid delays, power cost volatility, and potential architectural obsolescence due to increasing AI chip densities.
Rare revenue visibility and a classic 'picks-and-shovels' narrative with real near-term tailwinds.
Customer concentration and potential architectural obsolescence due to increasing AI chip densities.