Fireworks AI
Small (~100)
GitLab
Large (~2,500)
Best For
Fireworks AI
Best for: Engineers who want to work with ex-Meta AI infrastructure engineers on LLM inference
GitLab
Best for: Engineers who want a fully remote, async-first culture with radical transparency
Ratings
Fireworks AIGitLab
4.2
3.9
Overall
3.3
3.9
Work-Life Balance
4.3
4.0
Culture & Values
4.2
3.8
Comp & Benefits
4.2
3.5
Senior Mgmt
4.0
3.7
Career Opps
👍 75% Recommend
👤 70% CEO Approval (Sid Sijbrandij)
Culture Values
Fireworks AI only
⚙️ Engineering-Driven🚀 Ship Fast & Iterate🧩 Wears Many Hats🎧 Deep Work / Low Meetings🌱 Learning & Growth
GitLab only
🌐 Remote-Friendly📡 Async-First🪟 Transparent🔓 Open Source⚖️ Work-Life Balance
Shared
None
Pros & Cons
Fireworks AI
- World-class team of ex-Meta AI infrastructure engineers — technically very strong peers
- Working on LLM inference optimization which is one of the hottest areas in AI infrastructure
- Early-stage startup intensity with long hours expected and high performance bar
- Small team and rapidly evolving product means less structure, process, and career laddering
GitLab
- Best-in-class all-remote culture — truly async-first with genuine flexibility
- Radically transparent company with a public handbook and open processes
- Revenue organization has seen quota chaos and low morale
- Some leadership instability at the C-suite level
Bottom Line
Fireworks AI
Choose Fireworks AI if you want to work with ex-Meta AI infrastructure engineers on cutting-edge LLM inference — but expect early-stage startup intensity and limited structure.
GitLab
Choose GitLab if you want the gold standard of all-remote work with public handbook and async processes — but expect bureaucracy at scale and comp below top-tier.
Open Roles
Fireworks AI — 30 jobs
💻 Engineering
9
💼 Sales / GTM
5
📊 Data
1
🎨 Design
1
👤 HR / People
1
📣 Marketing
1
🧠 ML / AI
1
⚙️ Operations
1
📋 Product
1
GitLab — 195 jobs
💻 Engineering
79
💼 Sales / GTM
67
📋 Product
10
⚖️ Legal
5
📊 Data
4
🎨 Design
4
📣 Marketing
4
👤 HR / People
2
⚙️ Operations
2
Summary
Fireworks AI scores 4.2/5.0 on Glassdoor with a 3.3 work-life balance rating. GitLab scores 3.9/5.0 overall with a 3.9 WLB. That’s a 0.3-point gap on overall satisfaction.
On the hiring front, Fireworks AI has 30 open roles and GitLab has 195 open roles.