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
31
Community reports (90d)
Last 90 days
Period analyzed

Most Reliable Infrastructure Services

🥇
AWS Bedrock
Unknown
0
reports in 90 days
🥈
AWS SageMaker
Unknown
0
reports in 90 days
🥉
Abacus.AI
Unknown
0
reports in 90 days

Full Ranking

#ServiceReports (90d)Status
🥇AWS Bedrock0
Unknown
🥈AWS SageMaker0
Unknown
🥉Abacus.AI0
Unknown
4Akash Network0
Unknown
5Azure AI Studio0
Unknown
6Azure OpenAI0
Unknown
7Baidu AI Cloud0
Unknown
8Banana.dev0
Unknown
9Baseten0
Unknown
10Beam Cloud0
Unknown
11BentoML0
Unknown
12Cloudflare Workers AI0
Unknown
13CoreWeave0
Unknown
14Crusoe0
Unknown
15DeepInfra0
Unknown
16Fal.ai0
Unknown
17Fireworks AI0
Unknown
18FluidStack0
Unknown
19Google AI Platform0
Unknown
20Google Vertex AI0
Unknown
21Gradient AI0
Unknown
22Hugging Face0
Unknown
23Hyperstack0
Unknown
24Inferless0
Unknown
25Jina AI0
Unknown
26Lambda Labs0
Unknown
27Lepton AI0
Unknown
28Lightning AI0
Unknown
29Modal0
Unknown
30Nebius AI0
Unknown
31OVHcloud AI0
Unknown
32Paperspace0
Unknown
33Replicate0
Unknown
34RunPod0
Unknown
35SF Compute0
Unknown
36Salad0
Unknown
37SambaNova0
Unknown
38Scale AI0
Unknown
39SoftBank GenAI0
Unknown
40Tensordock0
Unknown
41Together AI0
Unknown
42TrueFoundry0
Unknown
43Vercel0
Unknown
44Vultr Cloud GPU0
Unknown
45Vultr Cloud GPU0
Unknown
46Nscale1
Unknown
47Cerebras2
Unknown
48Vast.ai2
Unknown
49Databricks3
Unknown
50Groq3
Unknown
51NVIDIA NIM20
Unknown

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
Groq
3
reports in 90 days
Databricks
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.

Top Outages Right NowAI Reliability IndexMonthly Report

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.