TensorWave
Las Vegas-based AMD-only GPU cloud (MI300X/MI325X/MI355X) backed by AMD Ventures.
tensorwave.com · Record collected 25 Sept 2026
Profile from NeoCloud Observatory research (snapshot 2026-09-25); every figure links to its original source.
Profile
- Headquarters
- Las Vegas, Nevada, United States
- Founded
- 2023
- Ownership
- private
- Operating regions
- North America
- Deployment model
- dedicated clusters, gpu hour rental
- GPU vendors
- AMD
- GPU generations
- AMD Instinct MI300 series, AMD Instinct MI350 series
- Networking
- Not yet recorded
- Storage
- Not yet recorded
- Cooling
- Not yet recorded
- Energy strategy
- third party —
- Platform / control plane
- Not yet recorded
- Business model
- Large AMD training clusters.
- Differentiation
- Not yet recorded
Sources: DatacenterDynamics — AMD-based AI cloud TensorWave secures $350m Series B, Business Wire (TensorWave) — TensorWave Raises $350 Million Series B at $1.55B Valuation
Capacity register
Each sourced figure with its maturity and MW type. Figures of different types are not added together.
| MW | Maturity | MW type | As of | Status & source |
|---|---|---|---|---|
| 2,000 | secured | unspecified | 10 Jun 2026 | Announced Confidence: high Company claims 'more than 2 GW of long-term data center capacity secured' — scale is large relative to 8,192 operational GPUs; treat as secured pipeline, not capacity. Source: Business Wire (TensorWave) — TensorWave Raises $350 Million Series B at $1.55B Valuation |
Disclosed customer contracts
No disclosed customer contracts recorded.
Financing & M&A
| Date | Type | Amount | Detail |
|---|---|---|---|
| 10 Jun 2026 | equity | $350.0M | TensorWave — Series B Investors: Magnetar, AMD Ventures, Maverick Silicon, Nexus Venture Partners, Western Frontier Source: Business Wire (TensorWave) — TensorWave Raises $350 Million Series B at $1.55B Valuation |
Neocloud Observatory
Evidence-scored analysis
Category A · Pure-play Neocloud · data quality 61.6/100 · snapshot 25 Sept 2026
Capacity by maturity (MW)
Each stage is reported separately and never added together. Announced GPUs never count as operational.
- Operational Unknown
- Under construction Unknown
- Contracted Unknown
- Secured 2,000 MW
- Announced Unknown
- Stated pipeline Unknown
- Company target Unknown
- GPUs operational
- 8,192
- GPUs contracted
- Unknown
- GPUs announced
- Unknown
GPU platforms: AMD Instinct MI325X · AMD Instinct MI355X · MI325X
Financial position
- Annualised revenue
- Unknown
- Revenue growth (YoY)
- Unknown
- Backlog
- Unknown
- Disclosed contract value
- Unknown
- Valuationpost money funding valuation
- $1.6B
- Equity raised (captured)
- $350M
- Debt raised (captured)
- Unknown
- Total debt (reported)
- Unknown
- Hyperscaler credit supportnot cash raised
- Unknown
Scorecard
score-v1.0 · 0–100 · scores with under 34% evidence coverage stay empty
Business Model Quality 54 evidence coverage 75%
- contracted revenue model: 80 (weight 0.4) — long-term contracted model
- model diversity: 44 (weight 0.2) — dedicated_clusters, gpu_hour_rental
- margin: unknown (weight 0.25) — no margin data
- software upside: 0 (weight 0.15) — 0 software layers
Capital Access 47 evidence coverage 90%
- total capital raised: 37 (weight 0.3) — $350M equity+debt captured
- raised last 12m: 39 (weight 0.25) — $350M in 12m
- valuation: 40 (weight 0.2) — post_money_funding_valuation valuation $1.55B
- strategic backers: 90 (weight 0.15) — NVIDIA/AMD investor or hyperscaler credit support
- cost of debt: unknown (weight 0.1) — no rate disclosed
Competitive Moat 12 evidence coverage 55%
- physical control: 23 (weight 0.3) — power/land/DC control
- software depth: 0 (weight 0.25) — 0 software layers
- contracted lock in: unknown (weight 0.25) — backlog/contract value UNKNOWN
- operational reputation: unknown (weight 0.2) — not rated
Concentration Risk (higher = riskier) Insufficient evidence evidence coverage 0%
- top customer share: unknown (weight 0.8) — UNKNOWN
- few customers: unknown (weight 0.2) — 0 disclosed customers
Customer Diversification Insufficient evidence evidence coverage 0%
- top customer share: unknown (weight 0.6) — concentration UNKNOWN
- distinct customers: unknown (weight 0.4) — 0 disclosed customer relationships
Customer Quality Insufficient evidence evidence coverage 0%
- hyperscaler or lab: unknown (weight 0.5) — 0 disclosed customers
- contracted value: unknown (weight 0.5) — disclosed contract value UNKNOWN
Execution Risk (higher = riskier) Insufficient evidence evidence coverage 25%
- build to operating ratio: unknown (weight 0.45) — 0 MW to build vs 0 MW operating
- soft pipeline share: 100 (weight 0.25) — 2,000 MW secured/announced/speculative
- organisational youth: unknown (weight 0.3) — founded UNKNOWN
Financial Durability Insufficient evidence evidence coverage 10%
- revenue scale: unknown (weight 0.3) — annualised revenue UNKNOWN (n/a)
- net margin: unknown (weight 0.2) — no margin data
- cash: unknown (weight 0.2) — cash UNKNOWN
- backlog coverage: unknown (weight 0.2) — no backlog/revenue
- public disclosure: 40 (weight 0.1) — private
Financial Risk (higher = riskier) Insufficient evidence evidence coverage 0%
- losses: unknown (weight 0.3) — no margin data
- debt to revenue: unknown (weight 0.3) — no debt/revenue data
- reliance on new capital: unknown (weight 0.25) — n/a
- revenue scale inverse: unknown (weight 0.15) — revenue UNKNOWN
Geographic Position 29 evidence coverage 100%
- countries: 18 (weight 0.6) — United States
- sovereign positioning: 45 (weight 0.4) — no sovereign positioning
GPU Supply Position 66 evidence coverage 100%
- gpu fleet and contracted: 38 (weight 0.4) — 8,192 GPUs operational+contracted
- vendor relationship: 80 (weight 0.3) — AMD investor
- latest generation: 90 (weight 0.3) — AMD Instinct MI325X, AMD Instinct MI355X, MI325X
Growth Momentum 13 evidence coverage 35%
- revenue growth yoy: unknown (weight 0.4) — no growth data
- capacity momentum: unknown (weight 0.25) — 0 MW contracted/under construction
- recent major events: 0 (weight 0.2) — 0 major confirmed events in 180d
- capital raised 12m: 30 (weight 0.15) — raised $350M in 12m
Infrastructure Execution Insufficient evidence evidence coverage 0%
- delivered projects: unknown (weight 0.4) — 0/0 tracked projects (partially) operational
- operational share of hard mw: unknown (weight 0.4) — 0 of 0 hard MW operational
- building now: unknown (weight 0.2) — 0 under construction
Management Execution Insufficient evidence evidence coverage 30%
- delivered capacity: unknown (weight 0.5) — 0 MW delivered to date
- milestones 180d: 0 (weight 0.3) — 0 confirmed major milestones (180d)
- disclosure discipline: unknown (weight 0.2) — private
Operational Capacity 38 evidence coverage 35%
- operational mw: unknown (weight 0.65) — operational MW UNKNOWN
- operational gpus: 38 (weight 0.35) — 8,192 GPUs operational
Power Pipeline Quality 41 evidence coverage 100%
- weighted pipeline mw: 72 (weight 0.5) — ladder-weighted 1,000 MW
- hard share: 0 (weight 0.3) — 0% of stated MW is operational/under construction/contracted
- physical power control: 23 (weight 0.2) — physical-layer control 22/100
Software Platform Maturity 0 evidence coverage 50%
- software layers: 0 (weight 0.5) — none evidenced
- software control: unknown (weight 0.25) — software-layer control 0/100
- independent rating: unknown (weight 0.25) — not rated
Strategic Partnerships 85 evidence coverage 40%
- vendor equity: 85 (weight 0.4) — AMD investor
- hyperscaler ties: unknown (weight 0.4) — none evidenced
- exemplar or rating: unknown (weight 0.2) — n/a
Technical Differentiation 25 evidence coverage 70%
- differentiators: 25 (weight 0.7) — AMD accelerator focus
- independent rating: unknown (weight 0.3) — not rated
Technical Strength Insufficient evidence evidence coverage 25%
- independent rating: unknown (weight 0.45) — not rated
- exemplar cloud: unknown (weight 0.15) — n/a
- fabric evidence: unknown (weight 0.15) — fabric UNKNOWN
- stack documentation: 12 (weight 0.25) — 1 technology layers evidenced
Vertical Integration Insufficient evidence evidence coverage 0%
- stack control: unknown (weight 1) — 3 of 12 layers evidenced; 9 UNKNOWN
Career Opportunity 31 evidence coverage 71%
- growth momentum: 13 (weight 0.2) — Growth Momentum
- capital access: 47 (weight 0.15) — Capital Access
- technical strength: unknown (weight 0.12) — Technical Strength
- software platform maturity: 0 (weight 0.12) — Software Platform Maturity
- power pipeline quality: 41 (weight 0.1) — Power Pipeline Quality
- geographic position: 29 (weight 0.06) — Geographic Position
- strategic partnerships: 85 (weight 0.08) — Strategic Partnerships
- hiring: unknown (weight 0.07) — open roles (public boards)
- inv financial risk: unknown (weight 0.1) — 100 - financial risk
Data Quality 62 evidence coverage 29%
- dq coverage: unknown (weight 0) — 0.294
- dq avg confidence: unknown (weight 0) — 0.823
- dq primary source pct: unknown (weight 0) — 0.714
- dq freshness days: unknown (weight 0) — 0
- dq conflicts: unknown (weight 0) — 0
- dq missing count: unknown (weight 0) — 12
Worth Investigating? (not investment advice) 38 evidence coverage 72%
- growth momentum: 13 (weight 0.18) — Growth Momentum
- technical differentiation: 25 (weight 0.12) — Technical Differentiation
- customer quality: unknown (weight 0.12) — Customer Quality
- power pipeline quality: 41 (weight 0.12) — Power Pipeline Quality
- capital access: 47 (weight 0.12) — Capital Access
- strategic partnerships: 85 (weight 0.1) — Strategic Partnerships
- technical strength: unknown (weight 0.08) — Technical Strength
- infrastructure execution: unknown (weight 0.08) — Infrastructure Execution
- operational capacity: 38 (weight 0.08) — Operational Capacity
- novelty bonus: 0 (weight 0.3) — company ≤3 years old
Overall Scale Potential 42 evidence coverage 70%
- power pipeline quality: 41 (weight 0.3)
- capital access: 47 (weight 0.25)
- customer quality: unknown (weight 0.2)
- operational capacity: 38 (weight 0.15)
- vertical integration: unknown (weight 0.1)
Overall Survival Probability (5y, %) 70 evidence coverage 33%
- model: unknown (weight 1) — logistic(durability, capital access, customer quality, risks)
Forecasts (rule-based, P10–P90)
| Horizon | Operational MW | Annualised revenue |
|---|---|---|
| 12 months | 200 MW (40 MW–400 MW) | Unknown |
| 24 months | 600 MW (200 MW–1,000 MW) | Unknown |
| 36 months | 900 MW (400 MW–1,400 MW) | Unknown |
| 60 months | 1,200 MW (600 MW–1,700 MW) | Unknown |
Stored in an immutable prediction ledger and scored against reported outcomes when they fall due. Predictions, not facts.
Outcome probabilities
| Outcome | 12 mo | 24 mo | 36 mo | 60 mo |
|---|---|---|---|---|
| Remain independent | 78% | 58% | 40% | 8% |
| Acquired | 11% | 21% | 30% | 44% |
| Merge | 3% | 6% | 9% | 14% |
| Fail | 8% | 15% | 22% | 34% |
| IPO | 4% | 8% | 12% | 18% |
| Acquire another company | 4% | 8% | 12% | 18% |
| Financial distress | 8% | 15% | 22% | 34% |
| Major cloud scale (≥2 GW operational or ≥$10B revenue) | 0% | 0% | 0% | 3% |
| Remain niche | 92% | 85% | 78% | 63% |
| Strategic pivot | 10% | 15% | 20% | 30% |
| Exit AI infrastructure | 1% | 2% | 3% | 5% |
Ownership outcomes (independent, acquired, merge, fail) sum to 100% at each horizon; the others are independent events.
Vertical-integration stack
- energy THIRD PARTY (inferred)
- land UNKNOWN No evidence captured (unknown)
- data center LEASED Long-term capacity agreements (claimed). (inferred)
- power cooling UNKNOWN No evidence captured (unknown)
- gpu hardware OWNED 8,192 MI325X online. (inferred)
- network UNKNOWN No evidence captured (unknown)
- storage UNKNOWN No evidence captured (unknown)
- bare metal UNKNOWN No evidence captured (unknown)
- orchestration UNKNOWN No evidence captured (unknown)
- cloud api UNKNOWN No evidence captured (unknown)
- ai platform UNKNOWN No evidence captured (unknown)
- managed ai UNKNOWN No evidence captured (unknown)
Not yet sourced: revenue, revenue run rate, power mw.operational, power mw.contracted, cash, backlog, employees, profile.ceo, profile.founded year, customers, tech stack, stack control.
Timeline
-
10 Jun 2026 · equity
TensorWave — Series B
Source: Business Wire (TensorWave) — TensorWave Raises $350 Million Series B at $1.55B Valuation
Recent coverage
Updated 1 Nov 2026, 11:54 UTC
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