funding_articleMay 20, 2026Confidence: high
Chamber | Y Combinator
Winter 2026 batch; AIOps agent for GPU cluster monitoring, root-cause, and optimization.
Affected score: yesObserved: May 20, 2026Round: Pre-Seed
raisedpre-seed
C
Chamber
Pre-SeedMarket data is refreshed once per day from public sources. Information may be incomplete or outdated — verify independently before making decisions. This is not investment advice.
Beta
DealFlow OS uses public web data and automated enrichment. Research may be incomplete, outdated, or incorrect. Verify important information before making investment or outreach decisions.
Investor read
Evidence-bound summary — expand sections for movement, risks, and signals.
Memo snapshot · May 20, 2026, 6:19 PM
Beta
DealFlow OS uses public web data and automated enrichment. Research may be incomplete, outdated, or incorrect. Verify important information before making investment or outreach decisions.
What they do
Chamber | Your AIOps Teammate for GPU Infrastructure GPU optimization and autonomous infrastructure operations.
Funding
Raised $500K across 1 funding round. Latest: $500K Pre-seed (Jan 2026). Investors: Y Combinator. (High).
Quick read
- •Chamber | Your AIOps Teammate for GPU Infrastructure GPU optimization and autonomous infrastructure operations.
- •Reported angle: GPU Usage Optimization: The Hidden Cost of Poor Job Scheduling
- •Indexed activity snapshot: 1 funding‑related row(s), 0 hiring‑related, 0 GitHub‑tagged, 6 product/news‑style — scoring reflects corpus coverage only.
Stage
Seed (YC)
Evidence summary
Verified facts
- •Chamber | Your AIOps Teammate for GPU Infrastructure GPU optimization and autonomous infrastructure operations.
- •Reported angle: GPU Usage Optimization: The Hidden Cost of Poor Job Scheduling
- •Indexed activity snapshot: 1 funding‑related row(s), 0 hiring‑related, 0 GitHub‑tagged, 6 product/news‑style — scoring reflects corpus coverage only.
Recent movers
- •May 11, 2026 · Blog / news — GPU Usage Optimization: The Hidden Cost of Poor Job Scheduling
- •May 11, 2026 · Blog / news — How to Monitor GPU Utilization in Kubernetes
- •May 11, 2026 · Blog / news — GPU Utilization Optimization: Complete Guide for AI Teams
+4 more in Recent movement below
- •May 11, 2026 · Blog / news — GPU Usage Optimization: The Hidden Cost of Poor Job Scheduling
- •May 11, 2026 · Blog / news — How to Monitor GPU Utilization in Kubernetes
- •May 11, 2026 · Blog / news — GPU Utilization Optimization: Complete Guide for AI Teams
- •May 11, 2026 · Blog / news — Top GPU Cluster Scheduling Tools Compared (2026)
- •May 20, 2026 · ycombinator.com — Chamber | Y Combinator
- •May 20, 2026 · usechamber.io — About Chamber — YC W26 GPU Optimization
- •May 20, 2026 · usechamber.io — Chamber Blog
- •Y Combinator
Funding
Raised $500K across 1 funding round. Latest: $500K Pre-seed (Jan 2026). Investors: Y Combinator. (High).
Hiring
No hiring/careers evidence indexed (Low).
GitHub
No GitHub‑linked evidence indexed (Low).
Product / news
6 product/news‑styled row(s); headline risk without filings (High).
Traffic / social
No traffic/social evidence indexed (Low).
Funding & hiring signals
Open roles (indexed)
No open roles indexed yet.
Failed or blocked links
- public_page:_pressnot_foundLast checked Mon, May 11, 04:52 AM
HTTP 404
- public_page:_newsnot_foundLast checked Mon, May 11, 04:52 AM
HTTP 404
- public_page:_jobsnot_foundLast checked Mon, May 11, 04:52 AM
HTTP 404
- public_page:_companynot_foundLast checked Mon, May 11, 04:52 AM
HTTP 404
- public_page:_careersnot_foundLast checked Mon, May 11, 04:52 AM
HTTP 404
DealFlow growth score
47.0Moderate public activity signal
7D-27%
30D-3%
Needs Review
The score is an algorithmic estimate based on observed public company-level signals. It may be incomplete, stale, or inaccurate and is not investment, legal, tax, or business advice.
Source health
- public_market_enrichmentokLast checked Mon, May 11, 04:52 AM
- public_page:_blog_why-you-should-care-about-gpu-usageokLast checked Mon, May 11, 04:52 AM
- public_page:_blog_slurm-vs-kubernetes-gpu-workloadsokLast checked Mon, May 11, 04:52 AM
- public_page:_blog_mig-vs-mps-vs-time-slicing-gpu-sharing-kubernetesokLast checked Mon, May 11, 04:52 AM
- public_page:_blog_how-to-monitor-gpu-utilization-kubernetesokLast checked Mon, May 11, 04:52 AM
- public_page:_blog_gpu-utilization-optimization-complete-guideokLast checked Mon, May 11, 04:52 AM
- public_page:_blog_gpu-cluster-scheduling-tools-comparedokLast checked Mon, May 11, 04:52 AM
- public_page:_blogokLast checked Mon, May 11, 04:52 AM
- public_page:_aboutokLast checked Mon, May 11, 04:52 AM
- public_page:_okLast checked Mon, May 11, 04:52 AM
- public_page:homeokLast checked Mon, May 11, 04:52 AM
DealFlow score momentum
477D -2730D -3
100500
More runs will build history.
The score is an algorithmic estimate based on observed public company-level signals. It may be incomplete, stale, or inaccurate and is not investment, legal, tax, or business advice.
Signal breakdown
Latest momentum signal per category. Expand a card to inspect raw payloads.
Public source summary
- Total evidence rows
- 8
- Latest evidence
- Wed, May 20, 06:19 PM
Source types found
blogcompany_sitefunding_articlepress
Strongest / recent news-style rows
Chamber | Y Combinator
Wed, May 20, 06:19 PM · confidence 88%high quality
https://www.ycombinator.com/companies/chamberAbout Chamber — YC W26 GPU Optimization
Wed, May 20, 06:19 PM · confidence 85%high quality
https://www.usechamber.io/aboutChamber Blog
Wed, May 20, 06:19 PM · confidence 85%high quality
https://www.usechamber.io/blog
Public signal timeline
Newest first · 8 event(s)
1
Wed, May 20, 06:19 PM · press · 85% · verified_publichigh quality
Source ↗About Chamber — YC W26 GPU Optimization
Founding team from Amazon/AWS and product thesis.
2
Wed, May 20, 06:19 PM · funding_article · 88% · verified_publichigh quality
Source ↗Chamber | Y Combinator
Winter 2026 batch; AIOps agent for GPU cluster monitoring, root-cause, and optimization.
3
Wed, May 20, 06:19 PM · company_site · 85% · verified_publichigh quality
Source ↗Chamber | Your AIOps Teammate for GPU Infrastructure
GPU optimization and autonomous infrastructure operations.
4
Wed, May 20, 06:19 PM · press · 85% · verified_publichigh quality
Source ↗Chamber Blog
GPU utilization, Slurm vs Kubernetes, and MIG guides.
5
Mon, May 11, 04:52 AM · blog · 90% · publichigh quality
Source ↗GPU Usage Optimization: The Hidden Cost of Poor Job Scheduling
Source: Blog / news
Executive level guide to how wasted GPU resources slows down innovation and why you should care about GPU usage to increase ROI, deliver AI projects faster, and reduce wasted spend.
6
Mon, May 11, 04:52 AM · blog · 90% · publichigh quality
Source ↗How to Monitor GPU Utilization in Kubernetes
Source: Blog / news
Deploy GPU monitoring in Kubernetes with DCGM Exporter, Prometheus, and Grafana. See how Chamber provides out-of-the-box GPU observability with zero setup.
7
Mon, May 11, 04:52 AM · blog · 90% · publichigh quality
Source ↗GPU Utilization Optimization: Complete Guide for AI Teams
Source: Blog / news
Learn how to push GPU utilization from 40% to 85%+. Covers fair-share scheduling, topology-aware placement, mixed precision training, and a four-phase framework.
8
Mon, May 11, 04:52 AM · blog · 90% · publichigh quality
Source ↗Top GPU Cluster Scheduling Tools Compared (2026)
Source: Blog / news
Compare 7 GPU scheduling tools for Kubernetes and HPC: KAI Scheduler, Volcano, Kueue, YuniKorn, Slurm, and more. Scored on 6 weighted criteria.
Official / company site
1 row(s)
company_site·Wed, May 20, 06:19 PM·Confidence 85%high qualityverified_public
Chamber | Your AIOps Teammate for GPU Infrastructure
GPU optimization and autonomous infrastructure operations.
https://www.usechamber.io/News
2 row(s)
press·Wed, May 20, 06:19 PM·Confidence 85%high qualityverified_public
About Chamber — YC W26 GPU Optimization
Founding team from Amazon/AWS and product thesis.
https://www.usechamber.io/aboutpress·Wed, May 20, 06:19 PM·Confidence 85%high qualityverified_public
Chamber Blog
GPU utilization, Slurm vs Kubernetes, and MIG guides.
https://www.usechamber.io/blogFunding / news
1 row(s)
funding_article·Wed, May 20, 06:19 PM·Confidence 88%high qualityverified_public
Chamber | Y Combinator
Winter 2026 batch; AIOps agent for GPU cluster monitoring, root-cause, and optimization.
https://www.ycombinator.com/companies/chamberBlog
4 row(s)
blog·Mon, May 11, 04:52 AM·Confidence 90%high qualitypublic
GPU Usage Optimization: The Hidden Cost of Poor Job Scheduling
Source name: Blog / news
Executive level guide to how wasted GPU resources slows down innovation and why you should care about GPU usage to increase ROI, deliver AI projects faster, and reduce wasted spend.
https://www.usechamber.io/blog/why-you-should-care-about-gpu-usageblog·Mon, May 11, 04:52 AM·Confidence 90%high qualitypublic
How to Monitor GPU Utilization in Kubernetes
Source name: Blog / news
Deploy GPU monitoring in Kubernetes with DCGM Exporter, Prometheus, and Grafana. See how Chamber provides out-of-the-box GPU observability with zero setup.
https://www.usechamber.io/blog/how-to-monitor-gpu-utilization-kubernetesblog·Mon, May 11, 04:52 AM·Confidence 90%high qualitypublic
GPU Utilization Optimization: Complete Guide for AI Teams
Source name: Blog / news
Learn how to push GPU utilization from 40% to 85%+. Covers fair-share scheduling, topology-aware placement, mixed precision training, and a four-phase framework.
https://www.usechamber.io/blog/gpu-utilization-optimization-complete-guideblog·Mon, May 11, 04:52 AM·Confidence 90%high qualitypublic
Top GPU Cluster Scheduling Tools Compared (2026)
Source name: Blog / news
Compare 7 GPU scheduling tools for Kubernetes and HPC: KAI Scheduler, Volcano, Kueue, YuniKorn, Slurm, and more. Scored on 6 weighted criteria.
https://www.usechamber.io/blog/gpu-cluster-scheduling-tools-comparedPrivate workspace
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