MongoDB vs Scale AI

MongoDB vs Scale AI: Culture Compared

MongoDB (4.0 Glassdoor) vs Scale AI (3.5 Glassdoor) — side-by-side on culture values, work-life balance, compensation, and open roles.

MongoDB

MongoDB

Large (~5,500)
Scale AI

Scale AI

Large (~1,200)
MongoDB
Best for: Professionals interested in MongoDB
Scale AI
Best for: Ambitious builders who want critical AI infrastructure work serving top-tier clients
MongoDBScale AI
4.0
3.5
Overall
3.8
2.7
Work-Life Balance
4.1
2.9
Culture & Values
4.0
3.5
Comp & Benefits
3.8
2.8
Senior Mgmt
3.8
3.6
Career Opps
πŸ‘ 80% Recommend πŸ‘€ 84% CEO Approval (CEO)
πŸ‘ 56% Recommend πŸ‘€ 60% CEO Approval (Alexandr Wang)
MongoDB only
πŸ”“ Open SourceπŸ’Ž Strong Comp & Equity
Scale AI only
πŸš€ Ship Fast & Iterate
Shared
βš™οΈ Engineering-Driven🌱 Learning & Growth🎯 Direct Product Impact

MongoDB

  • βœ“World-class enablement β€” best training programs many employees have encountered
  • βœ“Competitive pay with strong equity, especially for senior roles
  • βœ—No 401k match and culture has gotten more political at scale
  • βœ—Work-life balance is team-dependent β€” some teams have long hours expectations

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
MongoDB
MongoDB β€” check Glassdoor for detailed reviews.
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.

MongoDB β€” 428 jobs

πŸ’Ό Sales / GTM
171
πŸ’» Engineering
133
πŸ“‹ Product
32
πŸ“£ Marketing
14
βš™οΈ Operations
9
πŸ‘€ HR / People
8
πŸ’° Finance
6
🧠 ML / AI
4
πŸ“Š Data
2

Scale AI β€” 175 jobs

πŸ’» Engineering
64
🧠 ML / AI
25
πŸ“‹ Product
16
πŸ’Ό Sales / GTM
14
βš™οΈ Operations
7
βš–οΈ Legal
5
πŸ“£ Marketing
4
πŸ“Š Data
2
πŸ’° Finance
2
πŸ‘€ HR / People
2
🎨 Design
1
🎧 Support
1

MongoDB scores 4.0/5.0 on Glassdoor with a 3.8 work-life balance rating. Scale AI scores 3.5/5.0 overall with a 2.7 WLB. That’s a 0.5-point gap on overall satisfaction.

Both companies share these culture values: Engineering-Driven, Learning & Growth, Direct Product Impact. MongoDB also emphasizes Open Source, Strong Comp & Equity. Scale AI also emphasizes Ship Fast & Iterate.

On the hiring front, MongoDB has 428 open roles and Scale AI has 175 open roles.