Fireworks AI vs Poolside

Fireworks AI vs Poolside: Culture Compared

Fireworks AI (4.2 Glassdoor) vs Poolside (3.8 Glassdoor) — side-by-side on culture values, work-life balance, compensation, and open roles.

Fireworks AI

Fireworks AI

Small (~100)
Poolside

Poolside

Small (~150)
Fireworks AI
Best for: Engineers who want to work with ex-Meta AI infrastructure engineers on LLM inference
Poolside
Best for: AI researchers who want frontier code generation work with genuine remote flexibility and Paris offsites
Fireworks AIPoolside
4.2
3.8
Overall
3.3
3.5
Work-Life Balance
4.3
3.9
Culture & Values
4.2
3.8
Comp & Benefits
4.2
3.6
Senior Mgmt
4.0
3.6
Career Opps
πŸ‘ 76% Recommend πŸ‘€ 80% CEO Approval (Jason Warner)
Fireworks AI only
πŸš€ Ship Fast & Iterate🎧 Deep Work / Low Meetings
Poolside only
🌐 Remote-Friendly🀝 Flat Hierarchy
Shared
βš™οΈ Engineering-Driven🧩 Wears Many Hats🌱 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

Poolside

  • βœ“Remote-first with monthly Paris gatherings
  • βœ“Cutting-edge code generation research
  • βœ—Early-stage with limited structure
  • βœ—Comp may trail larger AI labs
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.
Poolside
Choose Poolside if you want cutting-edge code AI research on a remote-first flat team (ex-GitHub CTO leadership) β€” but expect early-stage ambiguity and comp that trails the larger AI labs.

Fireworks AI β€” 30 jobs

πŸ’» Engineering
9
πŸ’Ό Sales / GTM
5
πŸ“Š Data
1
🎨 Design
1
πŸ‘€ HR / People
1
πŸ“£ Marketing
1
🧠 ML / AI
1
βš™οΈ Operations
1
πŸ“‹ Product
1

Poolside β€” 12 jobs

πŸ’» Engineering
9
πŸ“Š Data
2
🧠 ML / AI
1

Fireworks AI scores 4.2/5.0 on Glassdoor with a 3.3 work-life balance rating. Poolside scores 3.8/5.0 overall with a 3.5 WLB. That’s a 0.4-point gap on overall satisfaction.

Both companies share these culture values: Engineering-Driven, Wears Many Hats, Learning & Growth. Fireworks AI also emphasizes Ship Fast & Iterate, Deep Work / Low Meetings. Poolside also emphasizes Remote-Friendly, Flat Hierarchy.

On the hiring front, Fireworks AI has 30 open roles and Poolside has 12 open roles.