Chamber: Autopilot for AI Infrastructure

Hey PH 👋 I’m Charles, CEO & Co-founder of Chamber.

We on a mission to accelerate the world's adoption to AI. We want to solve the silent problem no one is talking about, the $240B/yr wasted on idle GPUs. Across the industry, average GPU wasted measures 40-60% which ultimately stifles growth and innovation.

As former Amazonians, we saw this problem first hand and helped build and scale large-scale infrastructure optimization, accelerating AI innovations and delivering hundreds of millions in cost savings.

Happy to answer anything about how we are able to save countless hours for AI Researchers/Scientists, how we enable teams to run up to 50% more workloads on GPUs they already have, or anything else that comes to mind.

If you’ve ever:

🤯 Bought GPUs only to discover they’re as idle as your gym membership

⏳ Spent hours juggling jobs, clouds, schedulers, and queues

📉 Watched your utilization charts look like a bad Bitcoin dip

…then Chamber was built just for you.

What Chamber does:

• 🔍 Shows exactly where GPUs are being used — and where they’re not

• 🤖 Schedules jobs intelligently across clouds & clusters

• 📦 Lets teams share idle capacity instead of wasting $$$

• 💸 Helps justify spend with real utilization insights

AMA: Will give honest responses :)