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Skild AI vs Preferred Networks

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

Comparison updated: April 2026

Skild AI is valued at $14B — more than 3x Preferred Networks's N/A.

Head-to-Head Verdict

Dead heat — tied on all comparable metrics

Skild AI

2 wins

+Funding
+Awaira Score
-Team Size
-Experience

Preferred Networks

2 wins

-Funding
-Awaira Score
+Team Size
+Experience

Key Numbers

Valuation
$14B
N/A
Total Funding
$1.9B
$308M
Awaira Score
90/100
72/100
Employees
75
100-500
Founded
2023
2014
Stage
Series C
Series B
Skild AIPreferred Networks
Winner
Skild AI logo
Skild AI

🇺🇸 United States · Deepak Pathak

Series CAI RoboticsEst. 2023

Valuation

$14B

Total Funding

$1.9B

Awaira Score90/100

75 employees

Full Skild AI Profile →
Preferred Networks logo
Preferred Networks

🇯🇵 Japan · Toru Nishikawa

Series BAI RoboticsEst. 2014

Valuation

N/A

Total Funding

$308M

Awaira Score72/100

100-500 employees

Full Preferred Networks Profile →
Market Context

Both companies compete in the AI Robotics space, though from different geographies — Skild AI in United States and Preferred Networks in Japan. Different stages (Series C vs Series B) mean these companies face fundamentally different operational priorities.

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Analyst Summary

Built from real data · Updated April 2026

Companies

Within AI Robotics, Skild AI and Preferred Networks rank among the most closely watched rivals. Skild AI is a robotics company founded in 2023 that develops artificial intelligence systems for autonomous robots. Preferred Networks develops deep learning technology applied to robotics, autonomous driving, and industrial applications, building neural network architectures for real-time edge inference in robot control, factory automation, and connected vehicle systems.

Funding & Valuation

Only Skild AI has a public valuation on record ($14B); Preferred Networks's has not been disclosed. On the funding front, Skild AI has secured $1.9B, outpacing Preferred Networks's $308M by $1.6B.

Growth Stage

Skild AI is the younger company by 9 years, having launched in 2023 compared to Preferred Networks's 2014 founding. Stage-wise, Skild AI is classified as Series C and Preferred Networks as Series B, reflecting divergent fundraising histories. Team sizes also differ: Skild AI employs 75 people versus Preferred Networks's 100-500.

Geography & Outlook

Skild AI operates out of 🇺🇸 United States while Preferred Networks is based in 🇯🇵 Japan, giving each a distinct home-market advantage. Skild AI scores 90 on Awaira's composite index versus Preferred Networks's 72, a wide margin reflecting substantially stronger fundamentals. Under Deepak Pathak and Toru Nishikawa respectively, both companies continue to chart aggressive growth paths.

Funding Velocity

Skild AI

Total Rounds1
Avg. Round Size$300M

Preferred Networks

Total Rounds2
Avg. Round Size$66M
Funding Span3.6 yrs

Funding History

Skild AI has completed 1 funding round, while Preferred Networks has gone through 2. Skild AI's most recent round was a Series A of $300M, compared to Preferred Networks's Series B ($117M). Skild AI is at Series C while Preferred Networks is at Series B — different points in their growth trajectory.

Team & Scale

Team sizes are in the same ballpark: Skild AI has about 75 people and Preferred Networks has around 100-500. Preferred Networks has a 9-year head start, founded in 2014 vs Skild AI's 2023. Geographically, they're in different markets — Skild AI operates out of United States and Preferred Networks from Japan.

Metrics Comparison

MetricSkild AIPreferred Networks
💰Valuation
$14B
N/A
📈Total Funding
$1.9BWINS
$308M
📅Founded
2023WINS
2014
🚀Stage
Series C
Series B
👥Employees
75
100-500
🌍Country
United States
Japan
🏷️Category
AI Robotics
AI Robotics
Awaira Score
90WINS
72

Key Differences

📈

Funding gap: Skild AI has raised $1.6B more ($1.9B vs $308M)

📅

Market experience: Preferred Networks has 9 years more (founded 2014 vs 2023)

🚀

Growth stage: Skild AI is at Series C vs Preferred Networks at Series B

👥

Team size: Skild AI has 75 employees vs Preferred Networks's 100-500

🌍

Market base: 🇺🇸 Skild AI (United States) vs 🇯🇵 Preferred Networks (Japan)

⚔️

Direct competitors: Both operate in the AI Robotics market segment

Awaira Score: Skild AI scores 90/100 vs Preferred Networks's 72/100

Which Should You Choose?

Use these signals to make the right call

Skild AI logo

Choose Skild AI if…

Top Pick
  • Higher Awaira Score — 90/100 vs 72/100
  • More established by valuation ($14B)
  • Stronger investor backing — raised $1.9B
  • United States-based for regional compliance or proximity
  • Skild AI is a robotics company founded in 2023 that develops artificial intelligence systems for autonomous robots
Preferred Networks logo

Choose Preferred Networks if…

  • More market experience — founded in 2014
  • Japan-based for regional compliance or proximity
  • Preferred Networks develops deep learning technology applied to robotics, autonomous driving, and industrial applications, building neural network architectures for real-time edge inference in robot control, factory automation, and connected vehicle systems

Funding History

Skild AI raised $1.9B across 1 round. Preferred Networks raised $308M across 2 rounds.

Skild AI

Series A

Jul 2024

Lead: Lightspeed Venture Partners

$300M

Preferred Networks

Series B

May 2019

Lead: Mizuho Financial Group

$117M

Series A

Oct 2015

Lead: Toyota Motor Corporation

$15M

Investor Comparison

No shared investors detected between these two companies.

Unique to Skild AI

Lightspeed Venture PartnersCoatue ManagementSoftBank Vision FundJeff Bezos

Unique to Preferred Networks

Mizuho Financial GroupFANUCToyotaToyota Motor Corporation

Users Also Compare

FAQ — Skild AI vs Preferred Networks

Is Skild AI bigger than Preferred Networks?
Skild AI has a disclosed valuation of $14B, while Preferred Networks's valuation is not publicly available, making a direct size comparison difficult. Skild AI employs 75 people.
Which company raised more funding — Skild AI or Preferred Networks?
Skild AI has raised more in total funding at $1.9B, compared to Preferred Networks's $308M — a gap of $1.6B. Combined, the two companies have completed 3 known funding rounds.
Which company has a higher Awaira Score?
Skild AI leads with an Awaira Score of 90/100, while Preferred Networks sits at 72/100. That 18-point gap reflects real differences in funding, scale, and traction — it's not a vanity metric.
Who founded Skild AI vs Preferred Networks?
Skild AI was founded by Deepak Pathak in 2023. Preferred Networks was founded by Toru Nishikawa in 2014. Visit each company's profile on Awaira for a full founder biography.
What does Skild AI do vs Preferred Networks?
Skild AI: Skild AI is a robotics company founded in 2023 that develops artificial intelligence systems for autonomous robots. The company focuses on creating AI software that enables robots to perform complex, dexterous manipulation tasks in real-world environments. Skild AI's core technology centers on machine learning models designed to improve robotic perception, planning, and control capabilities, allowing robots to handle varied objects and adapt to dynamic conditions. The company operates in the growing intersection of AI and robotics, where demand for automation solutions continues to expand across manufacturing, logistics, and warehouse operations. Skild AI's approach emphasizes practical deployment of AI-powered robotic systems rather than theoretical research, positioning it within the applied robotics sector. As of its most recent funding round, Skild AI has raised $1.9 billion in total funding and holds a valuation of $14.0 billion, reflecting significant investor confidence in its market potential. The company operates at Series C stage, indicating maturation beyond early-stage development. Specific details about notable customers, deployed use cases, and competitive positioning relative to other robotics companies are not disclosed. The company's rapid valuation growth and substantial funding suggest strong market traction, though its exact revenue figures and growth trajectory remain proprietary information. Skild AI achieved a $14 billion valuation within approximately two years of founding, indicating exceptional investor confidence in its robotics-AI technology platform. Preferred Networks: Preferred Networks develops deep learning technology applied to robotics, autonomous driving, and industrial applications, building neural network architectures for real-time edge inference in robot control, factory automation, and connected vehicle systems. The Tokyo company gained international recognition for early competition victories in autonomous navigation and robot manipulation challenges and developed its own deep learning framework, Chainer, which influenced the design of PyTorch before Chainer was eventually retired.\n\nThe company raised approximately $350 million including a landmark $105 million Series A from Toyota Motor Corporation and other strategic investors, making it one of the most valuable AI startups in Japan at the time of its fundraising. Preferred Networks collaborates with Toyota on autonomous driving AI, with NTT on communications AI, and with Fanuc on factory robot intelligence, creating a portfolio of deep technology industrial partnerships that provide both funding and deployment scale for its AI research.\n\nPreferred Networks operates in Japan industrial AI market where established relationships with major manufacturing and automotive companies provide a defensible position that international AI startups find difficult to penetrate through conventional sales approaches. The company research focus on edge AI inference for robotics aligns with Japan competitive strengths in manufacturing automation and precision robotics, markets where AI-enhanced robot intelligence is being adopted to address labour shortages and quality requirements that purely mechanical automation cannot satisfy.
Which company was founded first?
Preferred Networks got there first, launching in 2014 — that's 9 years of extra runway. Skild AI didn't arrive until 2023. In AI, that kind of head start means more training data, deeper customer relationships, and a bigger talent moat.
Which company has more employees?
Skild AI has about 75 employees; Preferred Networks has about 100-500. A bigger team usually means more revenue or heavier VC backing, but in AI, small teams can build at massive scale.
Are Skild AI and Preferred Networks competitors?
Yes — they're direct rivals. Both Skild AI and Preferred Networks compete in AI Robotics, targeting many of the same buyers. If you're evaluating one, you should be looking at the other.

Bottom Line

Skild AI has a clear lead here — Awaira Score of 90 vs Preferred Networks's 72. The difference comes down to funding depth and team scale.

Who Should You Watch?

Skild AI has the edge right now — higher Awaira Score and more capital to work with. That said, Preferred Networks could close the gap with the right round or product launch. Follow both profiles on Awaira to track funding rounds, team changes, and score updates.

Deep Dive