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
61
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
Unknown
0
reports in 90 days

Full Ranking

#ServiceReports (90d)Status
🥇AWS SageMaker0
Operational
🥈Azure AI Studio0
Operational
🥉Baidu AI Cloud0
Unknown
4Banana.dev0
Operational
5Baseten0
Operational
6Beam Cloud0
Operational
7BentoML0
Operational
8Cerebras0
Operational
9Cloudflare Workers AI0
Degraded
10CoreWeave0
Operational
11Crusoe0
Operational
12Databricks0
Operational
13DeepInfra0
Operational
14Fireworks AI0
Operational
15FluidStack0
Operational
16Gradient AI0
Operational
17Hyperstack0
Operational
18Inferless0
Operational
19Jina AI0
Operational
20Lambda Labs0
Operational
21Lepton AI0
Operational
22Lightning AI0
Operational
23Nebius AI0
Operational
24Nscale0
Operational
25OVHcloud AI0
Operational
26Paperspace0
Operational
27Replicate0
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
40Fal.ai1
Operational
41Google AI Platform1
Operational
42Google Vertex AI1
Operational
43Modal1
Operational
44RunPod1
Operational
45Hugging Face2
Operational
46Groq3
Operational
47Azure OpenAI4
Operational
48Tensordock7
Operational
49Abacus.AI10
Unknown
50Vast.ai11
Operational
51NVIDIA NIM17
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
17
reports in 90 days
Vast.ai
11
reports in 90 days
Abacus.AI
10
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.