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Modular AI vs Fireworks AI

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

Comparison updated: April 2026

Two AI Infrastructure companies going head to head.

Head-to-Head Verdict

Fireworks AI leads on 2 of 5 metrics

Modular AI

1 win

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

Fireworks AI

2 wins

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

Key Numbers

Valuation
$1.6B
$4B
Total Funding
$380M
$327M
Awaira Score
76/100
82/100
Employees
150
150
Founded
2022
2022
Stage
Series C
Series C
Modular AIFireworks AI
Modular AI logo
Modular AI

🇺🇸 United States · Chris Lattner

Series CAI InfrastructureEst. 2022

Valuation

$1.6B

Total Funding

$380M

Awaira Score76/100

150 employees

Full Modular AI Profile →
Winner
Fireworks AI logo
Fireworks AI

🇺🇸 United States · Lin Qiao

Series CAI InfrastructureEst. 2022

Valuation

$4B

Total Funding

$327M

Awaira Score82/100

150 employees

Full Fireworks AI Profile →
Market Context

Modular AI and Fireworks AI are both AI Infrastructure companies based in United States, making this a direct domestic rivalry. At Series C, both companies are navigating the same growth-stage dynamics.

🔬

Analyst Summary

Built from real data · Updated April 2026

Companies

The AI Infrastructure sector features both Modular AI and Fireworks AI as key players. Modular AI, founded in 2022 and valued at $1. Fireworks AI, founded in 2022, develops infrastructure software for deploying and running large language models (LLMs) in production environments.

Funding & Valuation

Fireworks AI is valued at $4B, putting it 2.5x ahead of Modular AI ($1.6B). In aggregate funding, Modular AI edges ahead at $380M versus Fireworks AI's $327M.

Growth Stage

Modular AI and Fireworks AI share a 2022 founding year, meaning neither has a seniority advantage. Both sit at the Series C stage, suggesting similar risk profiles for potential investors. On headcount, Modular AI reports 150 employees and Fireworks AI reports 150.

Geography & Outlook

Headquartered in 🇺🇸 United States, both Modular AI and Fireworks AI draw from the same local ecosystem of talent and capital. The Awaira Score gives Fireworks AI (82) a notable lead over Modular AI (76). Modular AI, led by Chris Lattner, and Fireworks AI, led by Lin Qiao, each bring distinct leadership visions to the AI sector.

Funding Velocity

Modular AI

Total Rounds4
Avg. Round Size$95M
Funding Span2 yrs

Fireworks AI

Total Rounds2
Avg. Round Size$38.5M
Funding Span0.3 yrs

Funding History

Modular AI has completed 4 funding rounds, while Fireworks AI has gone through 2. Modular AI's most recent round was a Series C of $150M, compared to Fireworks AI's Series B ($52M). Both are currently at the Series C stage.

Team & Scale

Team sizes are in the same ballpark: Modular AI has about 150 people and Fireworks AI has around 150. Both companies were founded in 2022. Both are based in United States.

Metrics Comparison

MetricModular AIFireworks AI
💰Valuation
$1.6B
$4BWINS
📈Total Funding
$380MWINS
$327M
📅Founded
2022
2022
🚀Stage
Series C
Series C
👥Employees
150
150
🌍Country
United States
United States
🏷️Category
AI Infrastructure
AI Infrastructure
Awaira Score
76
82WINS

Key Differences

💰

Valuation gap: Fireworks AI is valued 2.5x higher ($4B vs $1.6B)

📈

Funding gap: Modular AI has raised $53M more ($380M vs $327M)

⚔️

Direct competitors: Both operate in the AI Infrastructure market segment

Awaira Score: Fireworks AI scores 82/100 vs Modular AI's 76/100

Which Should You Choose?

Use these signals to make the right call

Modular AI logo

Choose Modular AI if…

  • Stronger investor backing — raised $380M
  • Modular AI, founded in 2022 and valued at $1
Fireworks AI logo

Choose Fireworks AI if…

Top Pick
  • Higher Awaira Score — 82/100 vs 76/100
  • More established by valuation ($4B)
  • Fireworks AI, founded in 2022, develops infrastructure software for deploying and running large language models (LLMs) in production environments

Funding History

Modular AI raised $380M across 4 rounds. Fireworks AI raised $327M across 2 rounds.

Modular AI

Series C

Jan 2024

$150M

Series B

Sep 2023

Lead: Andreessen Horowitz

$100M

Series A

Jan 2023

Lead: Sequoia Capital

$100M

Seed

Jan 2022

Lead: Sequoia Capital

$30M

Fireworks AI

Series B

Jul 2024

Lead: Sequoia Capital

$52M

Series A

Mar 2024

Lead: Sequoia Capital

$25M

Investor Comparison

Shared Investors1
Sequoia Capital

Unique to Modular AI

Andreessen HorowitzSandboxAQ

Unique to Fireworks AI

Gradient VenturesSoftBank Vision Fund

Users Also Compare

FAQ — Modular AI vs Fireworks AI

Is Modular AI bigger than Fireworks AI?
By valuation, Fireworks AI is the larger company at $4B versus $1.6B — a 2.5x difference. Size can also be measured by team: Modular AI employs 150 people while Fireworks AI has 150 employees.
Which company raised more funding — Modular AI or Fireworks AI?
Modular AI has raised more in total funding at $380M, compared to Fireworks AI's $327M — a gap of $53M. Combined, the two companies have completed 6 known funding rounds.
Which company has a higher Awaira Score?
Fireworks AI leads with an Awaira Score of 82/100, while Modular AI sits at 76/100. That 6-point gap reflects real differences in funding, scale, and traction — it's not a vanity metric.
Who founded Modular AI vs Fireworks AI?
Modular AI was founded by Chris Lattner in 2022. Fireworks AI was founded by Lin Qiao in 2022. Visit each company's profile on Awaira for a full founder biography.
What does Modular AI do vs Fireworks AI?
Modular AI: Modular AI, founded in 2022 and valued at $1.6 billion, develops infrastructure software for AI systems. The company has raised $380 million in Series C funding. Modular AI's core focus is building compiler and runtime technologies that optimize AI model execution across diverse hardware platforms. The company's primary product is Mojo, a programming language designed to bridge the gap between research and production AI systems, enabling developers to write performant code without switching between multiple languages. Mojo combines Python's accessibility with systems programming capabilities, targeting the inefficiencies in traditional AI development workflows. The platform addresses a critical pain point in AI infrastructure: the fragmentation between high-level ML frameworks and low-level optimization requirements. Modular AI positions itself within the growing AI infrastructure layer, competing alongside companies focused on model optimization, deployment, and hardware abstraction. The company operates in a competitive landscape that includes established players in compiler technology and emerging AI infrastructure vendors. Modular AI's approach emphasizes developer productivity and hardware portability, allowing AI engineers to optimize code for various accelerators and processors. The company's growth trajectory reflects broader demand for specialized infrastructure solutions as enterprise AI adoption accelerates. Specific customer deployments are not widely disclosed, though the company targets enterprises seeking deployment flexibility and performance optimization. Modular AI develops Mojo, a systems programming language designed to unify AI research and production workflows by eliminating language switching friction. Fireworks AI: Fireworks AI, founded in 2022, develops infrastructure software for deploying and running large language models (LLMs) in production environments. The company provides a platform that enables organizations to deploy, fine-tune, and optimize open-source and proprietary models with reduced latency and cost. Fireworks AI's core offering focuses on inference acceleration, allowing enterprises to serve LLMs efficiently at scale through specialized hardware optimization and software acceleration techniques. The platform supports multiple model architectures and enables customization for specific use cases, including content generation, summarization, and code completion. The company has secured $327M in total funding at a $4.0B valuation as of Series C, reflecting significant investor confidence in AI infrastructure. Fireworks AI operates in a competitive segment alongside providers like Together AI, Modal, and cloud-based solutions from major vendors. The company targets enterprises seeking to reduce operational costs associated with LLM deployment while maintaining performance control and data privacy. Its position reflects broader market trends toward distributed AI infrastructure and the need for cost-efficient model serving solutions. The infrastructure layer Fireworks occupies addresses a critical gap between model development and production deployment, supporting the growing adoption of generative AI across industries. Fireworks AI specializes in inference optimization infrastructure, enabling cost-effective production deployment of large language models for enterprise customers.
Which company was founded first?
Both Modular AI and Fireworks AI launched in 2022. Same year, but even a few months' head start matters in AI — early movers lock in data, talent, and customer relationships fast.
Which company has more employees?
Both Modular AI and Fireworks AI report about 150 employees. Team size is a rough proxy for scale, but lean AI companies routinely punch above their headcount.
Are Modular AI and Fireworks AI competitors?
Yes — they're direct rivals. Both Modular AI and Fireworks AI compete in AI Infrastructure, targeting many of the same buyers. If you're evaluating one, you should be looking at the other.

Bottom Line

Fireworks AI edges ahead with an Awaira Score of 82, but Modular AI (76) isn't far behind. The gap is narrow enough that it could shift with the next funding round.

Who Should You Watch?

Fireworks AI has a slight edge on paper, but Modular AI isn't far behind. The AI space moves fast — today's underdog can be tomorrow's category leader. Follow both profiles on Awaira to track funding rounds, team changes, and score updates.

Deep Dive