WhiteFiber, Inc. Ordinary Shares (WYFI) | The Buildout — AI Infrastructure
The Verdict
WhiteFiber owns and operates high-performance computing data centers and sells cloud-based GPU compute, providing the physical infrastructure that AI training and inference workloads run on. It is a pure-play AI infrastructure provider that sits between power utilities and AI end-users, building and leasing Tier-3 colocation space and delivering on-demand GPU capacity.
| Market Cap | — |
| Revenue (TTM) | $84M |
| Revenue Growth | +49.9% |
| EBITDA Margin (TTM) | -16.4% |
| Net Debt | $1M |
| Earnings Beats | 0 of 4 |
| P/E (TTM) | — |
| EV/EBITDA (TTM) | — |
What We Like
- Trailing revenue grew 49.9% year-over-year, per the model's financial data.
- Signed contracts total more than $1 billion, including a $865 million Nscale anchor tenancy and a >$160 million Paris AI compute deal.
- Customer concentration improved from 96.6% to 70.7% in one year as multiple new customers were added.
- Received first shipment of NVIDIA GB200 NVL72 systems, proving access to cutting-edge GPUs via Preferred Partner status.
- Secured a $100 million delayed-draw term loan from Bit Digital (expandable to $150 million), reducing near-term equity dilution risk.
What We’re Watching
- Whether Duke Energy delivers the initial 24 MW power block for NC-1 — the target date of September 2025 has passed with no public update.
- The identity and contract terms of the Initial Customer, which still represents 70.7% of revenue and is a single point of failure.
- Whether WhiteFiber can secure sufficient GPU allocations to fulfill the Paris and NC-1 contracts amid industry-wide shortages that are expected to persist through at least 2027.
- Cerebras' ongoing securities-fraud investigations, which introduce credit risk at the MTL-3 colocation site.
The thesis is strengthening: the company has materially diversified its customer base, signed transformative contracts, and secured near-term growth capital. The key open question is whether it can convert its billion-dollar-plus backlog into on-time, on-budget operational capacity, starting with the NC-1 power delivery and the Paris deployment.
Earnings
Revenue was $21.9 million with a gross margin of 60.2%, while EBITDA was negative $4.6 million. The company described year-over-year revenue growth and positive adjusted EBITDA, though detailed figures were not disclosed.
| Metric | Q1 FY2026 | Q4 FY2025 | Q1 FY2025 | YoY |
|---|---|---|---|---|
| Revenue | $22M | $24M | $17M | +30.4% |
| Gross margin | 60.2% | 60.8% | 60.3% | -10bps |
| EBITDA | −$5M | $3M | $6M | −176.7% |
| EPS | $-0.31 | $-0.04 | $0.02 | −1412.5% |
Management tone: Management's written tone shifted from planning to operational, emphasizing year-over-year revenue growth, strong margins, and positive adjusted EBITDA. The 10-Q added new risks related to Enovum integration and cross-border tariffs, while the company avoided a live Q&A forum.
Management Guidance
No guidance was issued.
Trajectory
Revenue has grown sequentially from $16.8 million in Q1 FY2025 to $21.9 million in Q1 FY2026, while gross margins have remained above 60% for the past four quarters. The addition of the Cerebras colocation deal at MTL‑3 and the February 2026 lease commencement at the Atlanta cloud sites contributed to the top line, though the larger Nscale and Paris contracts have yet to begin billing. GAAP EBITDA remains negative as the company continues to invest ahead of those major ramp-ups.
The Model
The model projects FY+1 revenue of $109 million and EBITDA of negative $7 million (negative 6.4% margin), anchored by initial contributions from the Paris contract and a partial year of Nscale revenue as NC-1 comes online. By FY+2, revenue steps to $178 million with EBITDA turning positive at $27 million (15.3% margin), driven by a full year of Nscale billing and scaling of the Paris deployment.
| Metric | FY2025 | Next FY (E) | Following FY (E) |
|---|---|---|---|
| Revenue | $79M | $109M | $178M |
| YoY Growth | — | +37.5% | +63.3% |
| EBITDA | −$3M | −$7M | $27M |
| EBITDA Margin | -4.0% | -6.4% | 15.3% |
Projections are the median of 5 independent model runs. The model’s revenue sits 33.2% below analyst consensus.
No guidance was issued.
What Could Go Right — and Wrong
- NC-1 power delivery on time enables Nscale revenue to ramp quickly, pushing FY+2 revenue above the model's projection.
- Paris contract expands or leads to additional European AI compute deals with investment-grade customers.
- MTL-2 signs a high-quality tenant, fully leasing the Quebec portfolio and adding incremental EBITDA.
- GPU allocations exceed expectations, allowing WhiteFiber to fulfill all commitments and win new business.
- The Enovum acquisition proves accretive, adding capacity and customers without integration disruption.
- NC-1 power is delayed beyond 2027, causing Nscale to renegotiate or cancel, and FY+2 revenue falls well short of the model.
- The Initial Customer is lost, wiping out the bulk of current cash flow and pushing EBITDA deeply negative.
- GPU shortages prevent WhiteFiber from meeting the Paris contract, leading to customer claims and reputational damage.
- Cerebras defaults on its MTL-3 lease amid legal problems, leaving a 7 MW site vacant and weighing on cash flow.
- An equity raise at a depressed valuation dilutes existing shareholders, offsetting operational progress.
Looking Ahead
The next twelve months will test WhiteFiber's ability to convert its contracted backlog into operating revenue. The primary milestones are the energization of NC-1 and the ramp of the Paris AI compute deployment. Additional catalysts include a potential tenant signing at MTL-2, further GPU delivery announcements, and clarity on the Enovum acquisition.
- 2026NC-1 power delivery update — Confirmation of 24 MW from Duke Energy would unlock Nscale revenue and validate the growth thesis.
- 2H 2026Paris deployment go-live — Tests ability to deliver and begin recognising >$160M AI compute contract.
- 2026Additional GPU shipments — GB200/B200 allocations needed to fulfil Paris and NC-1 contracts amid industry-wide constraints.
- 2026MTL-2 tenant signing — A lease would demonstrate continued Quebec demand; no timeline has been given.
- 2026Enovum acquisition details — 10-Q flags integration risk; disclosure could clarify scope and strategic impact.
Financials
Annual Summary
| Metric | FY2025 | TTM |
|---|---|---|
| Revenue | $79M | $84M |
| Gross Margin | 62.0% | 61.9% |
| EBITDA | −$3M | $8M |
| EBITDA Margin | -4.0% | -16.4% |
| Net Income | −$25M | −$38M |
| Free Cash Flow | $8M | −$50M |
| Net Cash | — | — |
Key Ratios (Trailing)
- P/E TTM—
- EV/EBITDA TTM—
- EV/Revenue TTM—
- Price/FCF TTM—
- Gross Margin (TTM)61.9%
- EBITDA Margin (TTM)-16.4%
- Net Margin (TTM)-45.1%
- ROIC-750.5%
- SBC / Revenue10.4%
The Company
WhiteFiber is an AI-infrastructure pure-play that designs, builds, and operates multi-megawatt Tier-3 HPC data centers. It provides colocation space purpose-built for high power density and advanced cooling, and sells cloud-based GPU compute for AI training and inference. Every facility and product line is dedicated to AI workloads, making it a direct bet on AI infrastructure demand.
The company develops its own sites, secures power through utilities such as Hydro Quebec and Duke Energy, and installs cooling and power distribution. For GPU-as-a-Service, it purchases NVIDIA H100, H200, B200, and GB200 processors through authorized partnerships with OEMs including Super Micro, Dell, HPE, and Quanta Cloud Technology. Operations span Quebec, the US Southeast, Iceland, and the Paris region.
Business Segments
Competitive Landscape
WhiteFiber operates in two competitive arenas. In GPU cloud services, it competes with specialized neoclouds like CoreWeave, Nebius, and Lambda Labs. In colocation, it faces established data center operators such as Equinix and Digital Realty, as well as emerging HPC specialists like Keel Infrastructure that are directly pursuing AI tenants.
- CoreWeaveHas a $99 billion backlog and investment-grade financing; sets a high bar for scale in the neocloud space.
- Keel InfrastructureDeveloping HPC campuses and competing directly for AI colocation tenants, including in Quebec.
- NebiusNamed as a cloud competitor in the company's filings; no further discussion provided.
- Lambda LabsNamed as a cloud competitor; no specific commentary in WhiteFiber's materials.
- Digital Realty / EquinixIncumbent colocation providers with deeper balance sheets; WhiteFiber competes on AI-specific design and speed.
Supply Chain
WhiteFiber sits between utilities and hardware suppliers on one side, and AI end-users on the other. It takes power, builds HPC-ready data centers, acquires GPUs, and sells capacity or compute.