Compute Capacity
GOOGL admitted Google Cloud is leaving revenue on the table because it cannot build capacity fast enough. The bottleneck has shifted from chips to deployment - value accrues to operators with the power, real estate, and operational scale to actually deliver AI compute. These names anchor multi-billion-dollar contracted backlogs from hyperscalers (MSFT, META, GOOGL, AWS) and frontier labs (OpenAI, Anthropic), turning grid-connected MW and GPU clusters into long-dated revenue.
Stocks · key Fib levels
- #1NBIS$229.18last$113.00fib+102.8%vs fib
AI-native cloud with software stack on top. The contracted-backlog leader (~$46B) anchored by MSFT and META through 2032.
$46B backloganchored by MSFT · META · NVDA- ▸~$46B contracted backlog
- ▸~$19B Microsoft deal
- ▸~$27B Meta partnership through 2032
- ▸$2B equity check from NVDA
- #2IREN$43.32last$43.00fib+0.7%vs fib
Cheapest power converted into GPU cloud. ~2.9 GW today, 140K-GPU buildout, MSFT-anchored ARR ramp into late 2026.
$10B backlog2.9 GWanchored by MSFT- ▸2025-09 - ~$10B MSFT 5-year cloud contract signed (anchor customer; backlog pinned in stocks.contracted_backlog_usd_b)
- ▸2026-05-01 - Sweetwater 1 (1.4GW Texas data center) energized - first phase of the path to 4.5GW+ grid-connected
- ▸2026-05-05 - Mirantis acquired for $625M all-stock - adds AI cloud orchestration stack; direct dilution overhang on the float
- ▸2026-05 - GPU fleet ramp target 150K incl. 50K NVIDIA B300s (path toward the $3.4B ARR target by year-end 2026)
- ▸2026-05 - Cantor cut PT $82 → $61, kept Overweight. Sell-side avg PT $62.50 - spot has been running ABOVE consensus
- ▸2026-05-07 - Q3 FY26 reports AH. Estimates: -$0.22 EPS (yfinance: -$0.26), $219.69M revenue (+43.8% YoY). Last Feb quarter was a brutal revenue miss ($184.69M vs $227.33M est) - that's what nuked the stock from $61 to $30
- ▸Snapshot 2026-05-07: spot $56.85 (intra-week pull from $67.60 high), mcap ~$18.86B, P/S ~24.9x, fwd PE ~44.9x. Gross margin 68.1%, operating margin -45.8%. Cash $3.26B vs debt $3.84B, current ratio 4.96. Beta 4.18, avg vol ~34.7M, 52w range $6.76 - $76.87
- ▸Setup tension: real catalyst stack (Sweetwater + Mirantis + 150K GPUs + $10B MSFT) priced INTO the parabola from $30 → $67 in 5 weeks, with spot now above sell-side consensus. Tonight's print needs a clean revenue beat plus AI-cloud guidance to justify the multi expansion; bear-case is recent revenue-miss history + Mirantis dilution overhang. Counter-case clean: a breakout above $77 (Oct gap top) faces zero overhead supply
- #3DOCN$144.58last$71.00fib+103.6%vs fib
The agentic-inference layer for the long tail of developers - 70% of $120M AI ARR comes from inference, growing 150% YoY.
anchored by undisclosed (long-tail: 600k+ SMB/developer accounts, no single customer >2% of revenue) · undisclosed (Paperspace AI/ML cohort — indie AI builders + small inference shops) · undisclosed (Cloudways managed-hosting agency channel)- ▸AI customer ARR up 150% YoY to $120M
- ▸>70% of AI revenue from inference services
- ▸$1M+ customer ARR up 123% YoY to $133M
- #4CRWV$85.69last$96.00fib−10.7%vs fib
The frontier-lab cloud - ~$67B backlog (~$88B including Anthropic) underwritten by OpenAI and Meta.
$67B backloganchored by OpenAI · META · Anthropic- ▸~$67B contracted revenue backlog (~$88B including Anthropic)
- ▸Major commitments from OpenAI and Meta
- #5CIFR$22.84last$17.00fib+34.4%vs fib
Hyperscaler data-center landlord with Google-backed capital structure: 300 MW to Fluidstack + AWS $5.5B/15-yr at Barber Lake.
$6.9B backlog600 MWanchored by Fluidstack · GOOGL · AWS- ▸Barber Lake: 300 MW fully contracted with Fluidstack
- ▸Google backstops $1.4B with ~5% equity stake
- ▸Separate AWS $5.5B 15-year deal for another 300 MW
- #6WULF$23.58last- fib
Long-term DC leases backed by Google guarantees - 360 MW Lake Mariner + 168 MW Abernathy JV ($9.5B contracted).
$12.7B backlog528 MWanchored by Core42 · Fluidstack · GOOGL- ▸Lake Mariner: 360 MW to Fluidstack ($3.2B Google guarantee)
- ▸Abernathy JV: 168 MW over 25 years
- ▸$9.5B contracted revenue with $1.3B Google lease support
- #7APLD$35.52last- fib
Purpose-built AI campus model - Polaris Forge 1 (400 MW) fully leased to CoreWeave (~$11B over ~15 yrs).
$11B backlog400 MWanchored by CRWV- ▸Polaris Forge 1 (North Dakota): 400 MW critical IT load
- ▸Fully contracted to CoreWeave under ~15-year leases (~$11B expected revenue)
- ▸First 100 MW delivered Q4 2025; remaining 300 MW targeted through 2027
- BRUN$33.50last- fib
Neocloud renting GPU compute capacity for enterprise AI / HPC; a pure compute-capacity supplier.
anchored by Enterprise AI and HPC customers ($940M backlog, names undisclosed)- ▸**2023** : Boost Run founded; builds GPU-cloud infrastructure for enterprise AI / HPC
- ▸**2026-05-08** : De-SPAC merger with Willow Lane Acquisition Corp (WLAC) closed; pre-money equity value ~$441.5M, ~$112M received from the trust
- ▸**2026-05-11** : Began trading on Nasdaq under BRUN
- ▸**Backlog** : $940M in long-term contracted revenue, ~3-year average contract terms
- ▸**Hardware** : $1.44B GPU procurement agreement with Dell ($DELL)
- ▸**2026 (guide)** : ~250% revenue growth vs the prior twelve months
- ▸**Balance sheet (2025-12-31)** : cash $9.7M; working-capital deficit $21M; lease liabilities $39.7M; accumulated deficit $17M
- ▸**Coverage** : Craig-Hallum initiated Buy (inference-compute demand)
- DELL$425.25last$365.80fib+16.3%vs fibanchored by xAI (Colossus) · Microsoft · Meta · Hyperscalers (undisclosed)
- ▸2026-05-28 AMC - Q1 FY27 PRINT: Revenue $43.8B vs $35.6B est (+23% beat); EPS $4.86 vs $2.94 est (+65% beat); AI Server segment sales $16.1B (+757% YoY)
- ▸2026-05-28 - FY27 guidance issued: Revenue $167B vs $144B est (+16% above); EPS $17.90 vs $13.16 est (+36% above)
- ▸ISG (Infrastructure Solutions Group) - AI server orderbook expansion; xAI Colossus deployment publicly anchored; Microsoft + Meta hyperscaler order flow disclosed in prior quarters
- ▸CSG (Client Solutions Group) - PC / laptop / workstation; mature low-growth segment, the structural overhang vs pure AI server names
- ▸Pre-print setup: spot $317.67 (parabolic from ~$160 over recent weeks); mcap ~$222B at print time; analyst PT mean $212 trailed spot by $100+ - print delivered the AI server beat + raised forward guide, validating the parabolic move ahead of the data
- ▸Setup tension RESOLVED: print delivered on the AI server segment ($16.1B vs trajectory expectations) AND the forward guide; the structural read on ISG as the AI capex beneficiary is now post-print confirmed
- ▸Customer concentration: xAI (Colossus deployment) + Microsoft + Meta + undisclosed hyperscalers; concentrated but counterparties have multi-year capex commitments
- ▸Source: @StockSavvyShay tweet 2026-05-28 20:11 UTC - https://x.com/StockSavvyShay/status/2060091643014037991
- ▸Editorial deep-dive opportunity: post-print recap via earnings-recap skill (FY27 guide validates the bull structural read)
- ▸2026-05-28 post-print reaction - close $402.73 (+~30% vs prior $317.67); @KobeissiLetter breaking flag; the AH/next-session move validates the FY27 guide read at scale
- DELL$425.25last$221.22fib+92.2%vs fibanchored by xAI (Colossus) · Microsoft · Meta · Hyperscalers (undisclosed)
- ▸2026-05-28 AMC - Q1 FY27 PRINT: Revenue $43.8B vs $35.6B est (+23% beat); EPS $4.86 vs $2.94 est (+65% beat); AI Server segment sales $16.1B (+757% YoY)
- ▸2026-05-28 - FY27 guidance issued: Revenue $167B vs $144B est (+16% above); EPS $17.90 vs $13.16 est (+36% above)
- ▸ISG (Infrastructure Solutions Group) - AI server orderbook expansion; xAI Colossus deployment publicly anchored; Microsoft + Meta hyperscaler order flow disclosed in prior quarters
- ▸CSG (Client Solutions Group) - PC / laptop / workstation; mature low-growth segment, the structural overhang vs pure AI server names
- ▸Pre-print setup: spot $317.67 (parabolic from ~$160 over recent weeks); mcap ~$222B at print time; analyst PT mean $212 trailed spot by $100+ - print delivered the AI server beat + raised forward guide, validating the parabolic move ahead of the data
- ▸Setup tension RESOLVED: print delivered on the AI server segment ($16.1B vs trajectory expectations) AND the forward guide; the structural read on ISG as the AI capex beneficiary is now post-print confirmed
- ▸Customer concentration: xAI (Colossus deployment) + Microsoft + Meta + undisclosed hyperscalers; concentrated but counterparties have multi-year capex commitments
- ▸Source: @StockSavvyShay tweet 2026-05-28 20:11 UTC - https://x.com/StockSavvyShay/status/2060091643014037991
- ▸Editorial deep-dive opportunity: post-print recap via earnings-recap skill (FY27 guide validates the bull structural read)
- ▸2026-05-28 post-print reaction - close $402.73 (+~30% vs prior $317.67); @KobeissiLetter breaking flag; the AH/next-session move validates the FY27 guide read at scale
- DELL$425.25last$168.33fib+152.6%vs fibanchored by xAI (Colossus) · Microsoft · Meta · Hyperscalers (undisclosed)
- ▸2026-05-28 AMC - Q1 FY27 PRINT: Revenue $43.8B vs $35.6B est (+23% beat); EPS $4.86 vs $2.94 est (+65% beat); AI Server segment sales $16.1B (+757% YoY)
- ▸2026-05-28 - FY27 guidance issued: Revenue $167B vs $144B est (+16% above); EPS $17.90 vs $13.16 est (+36% above)
- ▸ISG (Infrastructure Solutions Group) - AI server orderbook expansion; xAI Colossus deployment publicly anchored; Microsoft + Meta hyperscaler order flow disclosed in prior quarters
- ▸CSG (Client Solutions Group) - PC / laptop / workstation; mature low-growth segment, the structural overhang vs pure AI server names
- ▸Pre-print setup: spot $317.67 (parabolic from ~$160 over recent weeks); mcap ~$222B at print time; analyst PT mean $212 trailed spot by $100+ - print delivered the AI server beat + raised forward guide, validating the parabolic move ahead of the data
- ▸Setup tension RESOLVED: print delivered on the AI server segment ($16.1B vs trajectory expectations) AND the forward guide; the structural read on ISG as the AI capex beneficiary is now post-print confirmed
- ▸Customer concentration: xAI (Colossus deployment) + Microsoft + Meta + undisclosed hyperscalers; concentrated but counterparties have multi-year capex commitments
- ▸Source: @StockSavvyShay tweet 2026-05-28 20:11 UTC - https://x.com/StockSavvyShay/status/2060091643014037991
- ▸Editorial deep-dive opportunity: post-print recap via earnings-recap skill (FY27 guide validates the bull structural read)
- ▸2026-05-28 post-print reaction - close $402.73 (+~30% vs prior $317.67); @KobeissiLetter breaking flag; the AH/next-session move validates the FY27 guide read at scale
- DELL$425.25last$296.54fib+43.4%vs fibanchored by xAI (Colossus) · Microsoft · Meta · Hyperscalers (undisclosed)
- ▸2026-05-28 AMC - Q1 FY27 PRINT: Revenue $43.8B vs $35.6B est (+23% beat); EPS $4.86 vs $2.94 est (+65% beat); AI Server segment sales $16.1B (+757% YoY)
- ▸2026-05-28 - FY27 guidance issued: Revenue $167B vs $144B est (+16% above); EPS $17.90 vs $13.16 est (+36% above)
- ▸ISG (Infrastructure Solutions Group) - AI server orderbook expansion; xAI Colossus deployment publicly anchored; Microsoft + Meta hyperscaler order flow disclosed in prior quarters
- ▸CSG (Client Solutions Group) - PC / laptop / workstation; mature low-growth segment, the structural overhang vs pure AI server names
- ▸Pre-print setup: spot $317.67 (parabolic from ~$160 over recent weeks); mcap ~$222B at print time; analyst PT mean $212 trailed spot by $100+ - print delivered the AI server beat + raised forward guide, validating the parabolic move ahead of the data
- ▸Setup tension RESOLVED: print delivered on the AI server segment ($16.1B vs trajectory expectations) AND the forward guide; the structural read on ISG as the AI capex beneficiary is now post-print confirmed
- ▸Customer concentration: xAI (Colossus deployment) + Microsoft + Meta + undisclosed hyperscalers; concentrated but counterparties have multi-year capex commitments
- ▸Source: @StockSavvyShay tweet 2026-05-28 20:11 UTC - https://x.com/StockSavvyShay/status/2060091643014037991
- ▸Editorial deep-dive opportunity: post-print recap via earnings-recap skill (FY27 guide validates the bull structural read)
- ▸2026-05-28 post-print reaction - close $402.73 (+~30% vs prior $317.67); @KobeissiLetter breaking flag; the AH/next-session move validates the FY27 guide read at scale
- DELL$425.25last$145.91fib+191.4%vs fibanchored by xAI (Colossus) · Microsoft · Meta · Hyperscalers (undisclosed)
- ▸2026-05-28 AMC - Q1 FY27 PRINT: Revenue $43.8B vs $35.6B est (+23% beat); EPS $4.86 vs $2.94 est (+65% beat); AI Server segment sales $16.1B (+757% YoY)
- ▸2026-05-28 - FY27 guidance issued: Revenue $167B vs $144B est (+16% above); EPS $17.90 vs $13.16 est (+36% above)
- ▸ISG (Infrastructure Solutions Group) - AI server orderbook expansion; xAI Colossus deployment publicly anchored; Microsoft + Meta hyperscaler order flow disclosed in prior quarters
- ▸CSG (Client Solutions Group) - PC / laptop / workstation; mature low-growth segment, the structural overhang vs pure AI server names
- ▸Pre-print setup: spot $317.67 (parabolic from ~$160 over recent weeks); mcap ~$222B at print time; analyst PT mean $212 trailed spot by $100+ - print delivered the AI server beat + raised forward guide, validating the parabolic move ahead of the data
- ▸Setup tension RESOLVED: print delivered on the AI server segment ($16.1B vs trajectory expectations) AND the forward guide; the structural read on ISG as the AI capex beneficiary is now post-print confirmed
- ▸Customer concentration: xAI (Colossus deployment) + Microsoft + Meta + undisclosed hyperscalers; concentrated but counterparties have multi-year capex commitments
- ▸Source: @StockSavvyShay tweet 2026-05-28 20:11 UTC - https://x.com/StockSavvyShay/status/2060091643014037991
- ▸Editorial deep-dive opportunity: post-print recap via earnings-recap skill (FY27 guide validates the bull structural read)
- ▸2026-05-28 post-print reaction - close $402.73 (+~30% vs prior $317.67); @KobeissiLetter breaking flag; the AH/next-session move validates the FY27 guide read at scale
- PENG$68.81last- fib
Penguin Computing builds and integrates the AI compute clusters that hyperscalers, governments, and neoclouds deploy: a capacity-buildout supplier (mirrors DELL).
anchored by hyperscalers · US Department of Defense · HPC research institutions- ▸**2026-05-18** : Reaffirmed FY2026 guidance; sales and EPS now expected at the high end of prior ranges. Shares +18.8% on the update
- ▸**2026-05-18** : David Heard (President, Network Infrastructure at Nokia) appointed to the board to help converge the memory + AI-infrastructure strategy
- ▸**2026** : AI-factory demand from hyperscalers, governments, and neocloud providers; new customer wins including a Tier One financial institution; triple-digit YTD share gains
- ▸**Analyst targets** : Stifel raised to $66 (from $24); Rosenblatt raised to $65 (from $54)
- ▸**2026-07-08** : CFO Nate Olmstead to step down (offset by the AI board hire)
- ▸**Segments** : Penguin Computing (AI / HPC cluster design + integration), SMART Modular (advanced memory modules), LED / optoelectronics
- STX$915.19last- fib
Mass-capacity HDD storage = AI cold-storage layer underneath the GPU compute tier. Every hyperscaler AI program needs petabytes/exabytes of warm + cold storage backing the training corpus and inference state.
anchored by Hyperscalers (undisclosed mix) · AWS · Microsoft Azure · Google Cloud · Meta- ▸2024-2025 - Mozaic 3+ (HAMR) drives qualified at multiple hyperscalers; ramping production volumes through CY2025
- ▸2025 - Long-term capacity-commitment agreements signed with hyperscaler set (specific terms undisclosed; pattern visible in Seagate IR commentary on "multi-year visibility")
- ▸2025-Q4 - HAMR mix climbing on a per-quarter basis; ASP per drive lifting independent of unit volume
- ▸2026-Q1 - Quarterly print + HAMR roadmap update (Mozaic 3+ → next-generation areal density)
- ▸2026 - STX guides multi-year HAMR ramp into 4-5 TB/platter generation; duopoly structure (STX + WDC) holds
- WDC$598.37last- fib
Mass-capacity HDD = AI cold-storage layer of the compute stack. Post-SanDisk-spinoff WDC is pure-play HDD; same datacenter capacity demand as $STX.
anchored by Hyperscalers (undisclosed mix) · AWS · Microsoft Azure · Google Cloud · Meta · OEM channel- ▸2025-Q1 - SanDisk spinoff completed; WDC now pure-play HDD + enterprise
- ▸2025 - ePMR drives shipping at scale; HAMR drives qualified at hyperscalers, ramping production
- ▸2025 - Multi-year hyperscaler capacity commitments (specific terms undisclosed; visible in 10-Q "multi-year visibility" commentary)
- ▸2026-Q1 - HAMR mix climbing per quarter; ASP per drive lifting on mix-shift
- ▸2026 - Duopoly structure (WDC + STX) intact; multi-year HAMR ramp roadmap
Co-movement matrix (252d)
APLD | BRUN | CIFR | CRWV | DELL | DELL | DELL | DELL | DELL | DOCN | IREN | NBIS | PENG | STX | WDC | WULF | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| APLD | · | 0.54 | 0.61 | 0.57 | 0.15 | 0.15 | 0.15 | 0.15 | 0.15 | 0.31 | 0.59 | 0.52 | 0.28 | 0.36 | 0.42 | 0.49 |
| BRUN | 0.54 | · | 0.43 | 0.69 | 0.36 | 0.36 | 0.36 | 0.36 | 0.36 | 0.68 | 0.50 | 0.74 | 0.45 | 0.51 | 0.52 | 0.41 |
| CIFR | 0.61 | 0.43 | · | 0.44 | 0.12 | 0.12 | 0.12 | 0.12 | 0.12 | 0.27 | 0.78 | 0.49 | 0.38 | 0.29 | 0.33 | 0.64 |
| CRWV | 0.57 | 0.69 | 0.44 | · | 0.20 | 0.20 | 0.20 | 0.20 | 0.20 | 0.27 | 0.48 | 0.66 | 0.22 | 0.32 | 0.37 | 0.30 |
| DELL | 0.15 | 0.36 | 0.12 | 0.20 | · | · | · | · | · | 0.28 | 0.10 | 0.18 | 0.31 | 0.20 | 0.19 | 0.08 |
| DELL | 0.15 | 0.36 | 0.12 | 0.20 | · | · | · | · | · | 0.28 | 0.10 | 0.18 | 0.31 | 0.20 | 0.19 | 0.08 |
| DELL | 0.15 | 0.36 | 0.12 | 0.20 | · | · | · | · | · | 0.28 | 0.10 | 0.18 | 0.31 | 0.20 | 0.19 | 0.08 |
| DELL | 0.15 | 0.36 | 0.12 | 0.20 | · | · | · | · | · | 0.28 | 0.10 | 0.18 | 0.31 | 0.20 | 0.19 | 0.08 |
| DELL | 0.15 | 0.36 | 0.12 | 0.20 | · | · | · | · | · | 0.28 | 0.10 | 0.18 | 0.31 | 0.20 | 0.19 | 0.08 |
| DOCN | 0.31 | 0.68 | 0.27 | 0.27 | 0.28 | 0.28 | 0.28 | 0.28 | 0.28 | · | 0.22 | 0.29 | 0.39 | 0.28 | 0.33 | 0.15 |
| IREN | 0.59 | 0.50 | 0.78 | 0.48 | 0.10 | 0.10 | 0.10 | 0.10 | 0.10 | 0.22 | · | 0.53 | 0.32 | 0.25 | 0.29 | 0.57 |
| NBIS | 0.52 | 0.74 | 0.49 | 0.66 | 0.18 | 0.18 | 0.18 | 0.18 | 0.18 | 0.29 | 0.53 | · | 0.23 | 0.38 | 0.41 | 0.39 |
| PENG | 0.28 | 0.45 | 0.38 | 0.22 | 0.31 | 0.31 | 0.31 | 0.31 | 0.31 | 0.39 | 0.32 | 0.23 | · | 0.29 | 0.33 | 0.24 |
| STX | 0.36 | 0.51 | 0.29 | 0.32 | 0.20 | 0.20 | 0.20 | 0.20 | 0.20 | 0.28 | 0.25 | 0.38 | 0.29 | · | 0.88 | 0.20 |
| WDC | 0.42 | 0.52 | 0.33 | 0.37 | 0.19 | 0.19 | 0.19 | 0.19 | 0.19 | 0.33 | 0.29 | 0.41 | 0.33 | 0.88 | · | 0.26 |
| WULF | 0.49 | 0.41 | 0.64 | 0.30 | 0.08 | 0.08 | 0.08 | 0.08 | 0.08 | 0.15 | 0.57 | 0.39 | 0.24 | 0.20 | 0.26 | · |
About themes
Themes are editorial groupings - narrative buckets used for technical screens. They exist alongside bubbles, which are validated empirically by capital-flow co-movement.
When a theme's avg correlation is high, the editorial story is also tradeable as a bloc. When it's low, the narrative groups stocks that don't actually move together - useful for thinking, less useful for trading.
Related research
Frequently asked questions
- What are the top stocks in the Compute Capacity theme?
- QuantAbundancia's Compute Capacity theme tracks 16 stocks ranked editorially: NBIS, IREN, DOCN, CRWV, CIFR, WULF, APLD, BRUN, DELL, DELL, plus 6 more.
- Do Compute Capacity stocks move together?
- The Compute Capacity theme has a 252-day average correlation of 0.38 across its members - weak co-movement. Editorial themes are narrative groupings, not capital-flow validated; tradability follows correlation, not the story.