Abridge
Mid (~500)
Fireworks AI
Small (~100)
Best For
Abridge
Best for: Professionals interested in Abridge
Fireworks AI
Best for: Engineers who want to work with ex-Meta AI infrastructure engineers on LLM inference
Ratings
AbridgeFireworks AI
4.7
4.2
Overall
4.5
3.3
Work-Life Balance
4.8
4.3
Culture & Values
4.7
4.2
Comp & Benefits
4.5
4.2
Senior Mgmt
4.5
4.0
Career Opps
👍 94% Recommend
👤 95% CEO Approval (CEO)
Culture Values
Abridge only
💜 Mission-Driven🎯 Direct Product Impact💎 Strong Comp & Equity
Fireworks AI only
🚀 Ship Fast & Iterate🧩 Wears Many Hats🎧 Deep Work / Low Meetings
Shared
⚙️ Engineering-Driven🌱 Learning & Growth
Pros & Cons
Abridge
- Meaningful mission transforming healthcare — 93% of employees recommend working here
- Exceptional management and blameless culture with strong career growth opportunities
- Fast-paced environment with intense weeks during major product pushes
- Hybrid co-location expected at SF or NYC hubs; not fully remote
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
Bottom Line
Abridge
Abridge — check Glassdoor for detailed reviews.
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.
Open Roles
Abridge — 65 jobs
💻 Engineering
21
📊 Data
6
📋 Product
5
🎨 Design
4
💼 Sales / GTM
4
👤 HR / People
3
🧠 ML / AI
3
💰 Finance
1
📣 Marketing
1
⚙️ Operations
1
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
Summary
Abridge scores 4.7/5.0 on Glassdoor with a 4.5 work-life balance rating. Fireworks AI scores 4.2/5.0 overall with a 3.3 WLB. That’s a 0.5-point gap on overall satisfaction.
Both companies share these culture values: Engineering-Driven, Learning & Growth. Abridge also emphasizes Mission-Driven, Direct Product Impact, Strong Comp & Equity. Fireworks AI also emphasizes Ship Fast & Iterate, Wears Many Hats, Deep Work / Low Meetings.
On the hiring front, Abridge has 65 open roles and Fireworks AI has 30 open roles.