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
53
Community reports (90d)
Last 90 days
Period analyzed

Most Reliable Infrastructure Services

🥇
AWS Bedrock
Operational
0
reports in 90 days
🥈
AWS SageMaker
Operational
0
reports in 90 days
🥉
Akash Network
Operational
0
reports in 90 days

Full Ranking

#ServiceReports (90d)Status
🥇AWS Bedrock0
Operational
🥈AWS SageMaker0
Operational
🥉Akash Network0
Operational
4Azure AI Studio0
Operational
5Baidu AI Cloud0
Operational
6Banana.dev0
Operational
7Baseten0
Operational
8Beam Cloud0
Operational
9BentoML0
Operational
10Cloudflare Workers AI0
Degraded
11CoreWeave0
Operational
12Crusoe0
Operational
13DeepInfra0
Operational
14Fireworks AI0
Operational
15FluidStack0
Operational
16Google AI Platform0
Operational
17Gradient AI0
Operational
18Hyperstack0
Operational
19Inferless0
Operational
20Jina AI0
Operational
21Lambda Labs0
Operational
22Lepton AI0
Operational
23Lightning AI0
Operational
24Nebius AI0
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
Operational
37Vultr Cloud GPU0
Operational
38Fal.ai1
Operational
39Google Vertex AI1
Operational
40Hugging Face1
Operational
41Modal1
Operational
42Nscale1
Operational
43RunPod1
Operational
44Azure OpenAI2
Operational
45Cerebras2
Operational
46Vast.ai2
Operational
47Databricks3
Operational
48Tensordock5
Operational
49Groq6
Operational
50Abacus.AI8
Unknown
51NVIDIA NIM19
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
19
reports in 90 days
Abacus.AI
8
reports in 90 days
Groq
6
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.