Fireworks AI vs Scale AI

Fireworks AI vs Scale AI: Culture Compared

Fireworks AI (4.2 Glassdoor) vs Scale AI (3.5 Glassdoor) — side-by-side on culture values, work-life balance, compensation, and open roles.

Fireworks AI

Fireworks AI

Small (~100)
Scale AI

Scale AI

Large (~1,200)
Fireworks AI
Best for: Engineers who want to work with ex-Meta AI infrastructure engineers on LLM inference
Scale AI
Best for: Ambitious builders who want critical AI infrastructure work serving top-tier clients
Fireworks AIScale AI
4.2
3.5
Overall
3.3
2.7
Work-Life Balance
4.3
2.9
Culture & Values
4.2
3.5
Comp & Benefits
4.2
2.8
Senior Mgmt
4.0
3.6
Career Opps
πŸ‘ 56% Recommend πŸ‘€ 60% CEO Approval (Alexandr Wang)
Fireworks AI only
🧩 Wears Many Hats🎧 Deep Work / Low Meetings
Scale AI only
🎯 Direct Product Impact
Shared
βš™οΈ Engineering-DrivenπŸš€ Ship Fast & Iterate🌱 Learning & Growth

Fireworks AI

  • βœ“World-class team of ex-Meta AI infrastructure engineers β€” technically very strong peers
  • βœ“Working on LLM inference optimization which is one of the hottest areas in AI infrastructure
  • βœ—Early-stage startup intensity with long hours expected and high performance bar
  • βœ—Small team and rapidly evolving product means less structure, process, and career laddering

Scale AI

  • βœ“Building critical AI data infrastructure used by OpenAI, Meta, Microsoft, and the US government
  • βœ“Strong compensation for engineers β€” competitive base + equity
  • βœ—Work-life balance rated 2.7/5 β€” long hours common during client deadlines
  • βœ—Culture and values scored 2.9/5 β€” inconsistent management quality
Fireworks AI
Choose Fireworks AI if you want to work with ex-Meta AI infrastructure engineers on cutting-edge LLM inference β€” but expect early-stage startup intensity and limited structure.
Scale AI
Choose Scale AI if you want to build data infrastructure for OpenAI and the US government β€” but expect long hours and inconsistent management.

Fireworks AI β€” 28 jobs

πŸ’» Engineering
9
πŸ’Ό Sales / GTM
4
βš™οΈ Operations
2
πŸ‘€ HR / People
1
βš–οΈ Legal
1
πŸ“£ Marketing
1
🧠 ML / AI
1
πŸ“‹ Product
1

Scale AI β€” 170 jobs

πŸ’» Engineering
61
🧠 ML / AI
25
πŸ“‹ Product
14
πŸ’Ό Sales / GTM
14
βš™οΈ Operations
8
βš–οΈ Legal
7
πŸ“£ Marketing
5
πŸ“Š Data
3
πŸ‘€ HR / People
2
🎨 Design
1
πŸ’° Finance
1
🎧 Support
1

Fireworks AI scores 4.2/5.0 on Glassdoor with a 3.3 work-life balance rating. Scale AI scores 3.5/5.0 overall with a 2.7 WLB. That’s a 0.7-point gap on overall satisfaction.

Both companies share these culture values: Engineering-Driven, Ship Fast & Iterate, Learning & Growth. Fireworks AI also emphasizes Wears Many Hats, Deep Work / Low Meetings. Scale AI also emphasizes Direct Product Impact.

On the hiring front, Fireworks AI has 28 open roles and Scale AI has 170 open roles.