LLM API Providers · reliability comparison
Anthropic API vs Cerebras Inference: which is more reliable? (2026)
Cerebras Inference is more reliable than Anthropic API, scoring 89.3 vs 36.8 out of 100. Over the last 90 days Anthropic API reported 36 incidents and Cerebras Inference reported 2, with effective uptime of 97.52% and 99.88% respectively. Cerebras Inference resolves incidents faster on average (2h 29m).
Data updated Nov 1, 2026 · How we score
| Metric | Anthropic API | Cerebras Inference |
|---|---|---|
| Reliability score | 36.8 | 89.3 |
| Rank (LLM API providers) | #11 | #4 |
| Uptime (90 days) | 97.52% | 99.88% |
| Incidents (90 days) | 36 | 2 |
| Partial / major outages | 23 | 1 |
| Avg time to resolve | 3h 34m | 2h 29m |
| Outages we detected | 0 | 0 |
| Transparency score | 100/100 | 100/100 |
Where Anthropic API and Cerebras Inference differ
- Anthropic API reported 18× as many incidents as Cerebras Inference over the last 90 days (36 vs 2).
- Anthropic API had 23 partial or major outages, compared with 1 for Cerebras Inference.
- Cerebras Inference fixes problems faster: 2h 29m on average, against 3h 34m for Anthropic API.
- Anthropic API's longest outage on record lasted 3d (Oct 7, 2026); Cerebras Inference's lasted 9h 8m (Feb 4, 2026).
90-day uptime
Anthropic API
Cerebras Inference
- No incidents
- Degraded
- Partial outage
- Major outage
- No data
Recent Anthropic API incidents
- Partial outageOct 27, 2026 · resolved in 41m
Elevated errors for Claude Sonnet 5.5
Affected: claude.ai, Claude API (api.anthropic.com), Claude Code, Claude Cowork
- Partial outageOct 27, 2026 · resolved in 42m
Elevated errors for Claude Sonnet 5.5
Affected: claude.ai, Claude API (api.anthropic.com), Claude Code, Claude Cowork
- Partial outageOct 25, 2026 · resolved in 32m
Elevated errors for Claude Fable 5.1
Affected: claude.ai, Claude API (api.anthropic.com), Claude Code, Claude Cowork
- Partial outageOct 25, 2026 · resolved in 1h 39m
Elevated errors for Claude Sonnet 5.5 and other models
Affected: claude.ai, Claude API (api.anthropic.com), Claude Code, Claude Cowork
- Partial outageOct 24, 2026 · resolved in 37m
Elevated errors for Claude Fable 5 and Claude Fable 5.1
Affected: claude.ai, Claude API (api.anthropic.com), Claude Code, Claude Cowork
- Partial outageOct 24, 2026 · resolved in 6m
Elevated errors for Claude Opus 5.5
Affected: claude.ai, Claude API (api.anthropic.com), Claude Code, Claude Cowork
Recent Cerebras Inference incidents
- Partial outageSep 25, 2026 · resolved in 4h 58m
Affected: GPT-OSS-120B, Qwen-3.8-27b
- Degraded performanceAug 27, 2026 · resolved in <1m
Affected: GPT-OSS-120B
Other LLM API providers to consider
- Perplexity API · #1 · 99.94% uptime
- Cohere · #2 · 99.94% uptime
- Groq · #3 · 99.94% uptime
- xAI API · #5 · 99.76% uptime