DownForAI

Infrastructure AI Reliability Ranking — 2026

AI infrastructure providers underpin the entire AI stack. Failures here cascade across dependent services. This ranking shows which infrastructure providers have the best reliability track record over 90 days.

51
Services monitored
50
Community reports (90d)
Last 90 days
Period analyzed

Most Reliable Infrastructure Services

🥇
AWS SageMaker
Operational
0
reports in 90 days
🥈
Azure AI Studio
Operational
0
reports in 90 days
🥉
Baidu AI Cloud
Operational
0
reports in 90 days

Full Ranking

#ServiceReports (90d)Status
🥇AWS SageMaker0
Operational
🥈Azure AI Studio0
Operational
🥉Baidu AI Cloud0
Operational
4Banana.dev0
Operational
5Baseten0
Operational
6Beam Cloud0
Operational
7BentoML0
Operational
8Cerebras0
Operational
9CoreWeave0
Operational
10Crusoe0
Operational
11DeepInfra0
Operational
12Fal.ai0
Operational
13Fireworks AI0
Operational
14FluidStack0
Operational
15Hyperstack0
Operational
16Inferless0
Operational
17Jina AI0
Operational
18Lambda Labs0
Operational
19Lepton AI0
Outage
20Lightning AI0
Operational
21Modal0
Operational
22Nebius AI0
Operational
23Nscale0
Operational
24OVHcloud AI0
Operational
25Paperspace0
Operational
26Replicate0
Operational
27RunPod0
Operational
28SF Compute0
Operational
29Salad0
Operational
30SambaNova0
Operational
31Scale AI0
Operational
32SoftBank GenAI0
Operational
33Together AI0
Operational
34TrueFoundry0
Operational
35Vercel0
Operational
36Vultr Cloud GPU0
Unknown
37Vultr Cloud GPU0
Unknown
38AWS Bedrock1
Operational
39Akash Network1
Operational
40Databricks1
Operational
41Google Vertex AI1
Operational
42Gradient AI1
Operational
43Groq1
Operational
44Hugging Face1
Operational
45Abacus.AI2
Unknown
46Cloudflare Workers AI2
Degraded
47Google AI Platform2
Operational
48Tensordock2
Operational
49Azure OpenAI3
Operational
50Vast.ai12
Operational
51NVIDIA NIM20
Operational

Most Reported

Services with the highest report counts in the past 90 days. Note: services with more users may receive more reports even with a similar disruption rate.

NVIDIA NIM
20
reports in 90 days
Vast.ai
12
reports in 90 days
Azure OpenAI
3
reports in 90 days
Browse all Infrastructure services →
Methodology

Period analyzed: 90 rolling days, updated hourly. Sources: Community reports submitted by DownForAI users. This ranking measures perception based on user experience, not technical uptime telemetry.

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Frequently Asked Questions

How is this reliability ranking calculated?

The ranking is based on the number of community reports submitted by DownForAI users over the past 90 days. Services with fewer reports rank higher. Each report represents a user confirming that a service was not working for them.

How many Infrastructure services are tracked?

DownForAI currently monitors 51 Infrastructure AI services. All services are checked automatically every 75 minutes.