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Overall Winner: Nscale·82/ 100

d-Matrix vs Nscale

Side-by-side on valuation, funding, investors, founders & more

Comparison updated: April 2026

Nscale is valued at $14.6B — more than 3x d-Matrix's $2B.

Head-to-Head Verdict

Nscale leads on 4 of 5 metrics

d-Matrix

1 win

-Valuation
-Funding
-Awaira Score
-Team Size
+Experience

Nscale

4 wins

+Valuation
+Funding
+Awaira Score
+Team Size
-Experience
d-Matrix logo
d-Matrix

🇺🇸 United States · Sid Sheth

Series CAI InfrastructureEst. 2019

Valuation

$2B

Total Funding

$450M

Awaira Score68/100

150 employees

Full d-Matrix Profile →
Winner
N
Nscale

🇬🇧 United Kingdom

Series CAI InfrastructureEst. 2021

Valuation

$14.6B

Total Funding

$2B

Awaira Score82/100

200 employees

Full Nscale Profile →
Market Context

As AI Infrastructure players, d-Matrix and Nscale target overlapping customers despite operating from different countries. At Series C, both companies are navigating the same growth-stage dynamics.

🔬

Analyst Summary

Built from real data · Updated April 2026

AI Infrastructure remains a contested market, with d-Matrix and Nscale among its most prominent entrants. d-Matrix is an AI infrastructure company founded in 2019 that develops hardware and software solutions optimized for generative AI and large language model inference. Nscale is a United Kingdom-based AI infrastructure company that builds and operates GPU data centers optimized for artificial intelligence workloads.

A 7.3x valuation gap separates these companies — Nscale at $14.6B and d-Matrix at $2B. Capital raised tells a clear story: Nscale at $2B versus d-Matrix at $450M — a $1.6B difference.

d-Matrix was founded in 2019, 2 years before Nscale arrived in 2021. At Series C, both face the same set of scaling challenges typical of that funding stage. Headcount tells a story too: d-Matrix has 150 employees and Nscale has 200.

Based in 🇺🇸 United States and 🇬🇧 United Kingdom respectively, d-Matrix and Nscale tap into different talent markets and regulatory environments. Awaira rates Nscale at 82 and d-Matrix at 68, a gap that reflects differences in capital efficiency and market traction. How each company deploys its capital and talent over the next 12 months will be the deciding factor.

Key Numbers

Valuation
$2B
$14.6B
Total Funding
$450M
$2B
Awaira Score
68/100
82/100
Employees
150
200
Founded
2019
2021
Stage
Series C
Series C
d-MatrixNscale

Funding Velocity

d-Matrix

Total Rounds3
Avg. Round Size$150M
Funding Span2.7 yrs

Nscale

Total Rounds1
Avg. Round Size$2B

Funding History

d-Matrix has completed 3 funding rounds, while Nscale has gone through 1. d-Matrix's most recent round was a Series C of $343M, compared to Nscale's Series C ($2B). Both are currently at the Series C stage.

Team & Scale

Team sizes are in the same ballpark: d-Matrix has about 150 people and Nscale has around 200. They're close in age — d-Matrix started in 2019 and Nscale in 2021. Geographically, they're in different markets — d-Matrix operates out of United States and Nscale from United Kingdom.

Metrics Comparison

Metricd-MatrixNscale
💰Valuation
$2B
$14.6BWINS
📈Total Funding
$450M
$2BWINS
📅Founded
2019
2021WINS
🚀Stage
Series C
Series C
👥Employees
150
200
🌍Country
United States
United Kingdom
🏷️Category
AI Infrastructure
AI Infrastructure
Awaira Score
68
82WINS

Key Differences

💰

Valuation gap: Nscale is valued 7.3x higher ($14.6B vs $2B)

📈

Funding gap: Nscale has raised $1.6B more ($2B vs $450M)

📅

Market experience: d-Matrix has 2 years more (founded 2019 vs 2021)

👥

Team size: d-Matrix has 150 employees vs Nscale's 200

🌍

Market base: 🇺🇸 d-Matrix (United States) vs 🇬🇧 Nscale (United Kingdom)

⚔️

Direct competitors: Both operate in the AI Infrastructure market segment

Awaira Score: Nscale scores 82/100 vs d-Matrix's 68/100

Which Should You Choose?

Use these signals to make the right call

d-Matrix logo

Choose d-Matrix if…

  • More market experience — founded in 2019
  • United States-based for regional compliance or proximity
  • d-Matrix is an AI infrastructure company founded in 2019 that develops hardware and software solutions optimized for generative AI and large language model inference
N

Choose Nscale if…

Top Pick
  • Higher Awaira Score — 82/100 vs 68/100
  • More established by valuation ($14.6B)
  • Stronger investor backing — raised $2B
  • United Kingdom-based for regional compliance or proximity
  • Nscale is a United Kingdom-based AI infrastructure company that builds and operates GPU data centers optimized for artificial intelligence workloads

Funding History

d-Matrix raised $450M across 3 rounds. Nscale raised $2B across 1 round.

d-Matrix

Series C

Jun 2023

Lead: Bessemer Venture Partners

$343M

Series B

Oct 2021

Lead: Bessemer Venture Partners

$87M

Series A

Sep 2020

Lead: Khosla Ventures

$20M

Nscale

Series C

Mar 2026

Lead: Undisclosed

$2B

Investor Comparison

No shared investors detected between these two companies.

Unique to d-Matrix

Bessemer Venture PartnersKhosla VenturesSilverton PartnersLightspeed Venture Partners

Unique to Nscale

Undisclosed

Users Also Compare

FAQ — d-Matrix vs Nscale

Is d-Matrix bigger than Nscale?
By valuation, Nscale is the larger company at $14.6B versus $2B — a 7.3x difference. Size can also be measured by team: d-Matrix employs 150 people while Nscale has 200 employees.
Which company raised more funding — d-Matrix or Nscale?
Nscale has raised more in total funding at $2B, compared to d-Matrix's $450M — a gap of $1.6B. Combined, the two companies have completed 4 known funding rounds.
Which company has a higher Awaira Score?
Nscale leads with an Awaira Score of 82/100, while d-Matrix sits at 68/100. That 14-point gap reflects real differences in funding, scale, and traction — it's not a vanity metric.
Who founded d-Matrix vs Nscale?
d-Matrix was founded by Sid Sheth in 2019. Nscale's founder information is not currently available in our database.
What does d-Matrix do vs Nscale?
d-Matrix: d-Matrix is an AI infrastructure company founded in 2019 that develops hardware and software solutions optimized for generative AI and large language model inference. The company designs specialized processors and system architectures to improve the efficiency and cost-effectiveness of deploying AI models at scale. d-Matrix's core technology focuses on reducing latency and power consumption in AI workloads, addressing key bottlenecks in data center operations. The company has raised $450 million across funding rounds, achieving a $2.0 billion valuation as of its Series C stage. d-Matrix competes in the competitive AI infrastructure market alongside companies developing custom silicon and inference acceleration platforms. Its approach targets enterprises and cloud providers requiring optimized inference capabilities for large-scale AI deployments. The company operates within the growing segment of AI infrastructure providers that emerged to support the infrastructure demands of modern generative AI applications. d-Matrix's positioning emphasizes efficiency gains and operational cost reduction compared to standard computing infrastructure. The company addresses a critical market need as organizations seek to deploy AI models economically while maintaining performance requirements. Its technology appeals to data center operators and enterprises managing substantial inference workloads. d-Matrix represents the category of specialized hardware companies built to support the computational demands of contemporary AI systems. The company's trajectory reflects broader industry expansion in AI infrastructure optimization and deployment technologies. d-Matrix specializes in inference optimization hardware specifically designed to reduce the computational and energy costs of deploying large language models at scale. Nscale: Nscale is a United Kingdom-based AI infrastructure company that builds and operates GPU data centers optimized for artificial intelligence workloads. The company raised $2 billion in a Series C round — the largest venture capital round in European history — at a $14.6 billion valuation. Nscale provides cloud computing infrastructure purpose-built for training and deploying large AI models, competing with hyperscalers like AWS and Azure as well as AI-native cloud providers like CoreWeave and Lambda. The company operates data centers across Europe and is expanding globally to meet surging demand for AI compute capacity. Nscale's platform supports the full AI development lifecycle from model training through production inference at scale.
Which company was founded first?
d-Matrix got there first, launching in 2019 — that's 2 years of extra runway. Nscale didn't arrive until 2021. In AI, that kind of head start means more training data, deeper customer relationships, and a bigger talent moat.
Which company has more employees?
d-Matrix has about 150 employees; Nscale has about 200. A bigger team usually means more revenue or heavier VC backing, but in AI, small teams can build at massive scale.
Are d-Matrix and Nscale competitors?
Yes — they're direct rivals. Both d-Matrix and Nscale compete in AI Infrastructure, targeting many of the same buyers. If you're evaluating one, you should be looking at the other.

Bottom Line

Nscale edges ahead with an Awaira Score of 82, but d-Matrix (68) isn't far behind. The gap is narrow enough that it could shift with the next funding round.

Who Should You Watch?

Nscale is in the stronger position — better score and deeper pockets. But d-Matrix has room to surprise, especially if they land a marquee investor. Follow both profiles on Awaira to track funding rounds, team changes, and score updates.

Deep Dive