LLM API Providers · reliability comparison
Groq vs OpenAI API: which is more reliable? (2026)
Groq is more reliable than OpenAI API, scoring 91.4 vs 49.0 out of 100. Over the last 90 days Groq reported 3 incidents and OpenAI API reported 35, with effective uptime of 99.94% and 98.73% respectively. Groq resolves incidents faster on average (2h 16m).
Data updated Nov 2, 2026 · How we score
| Metric | Groq | OpenAI API |
|---|---|---|
| Reliability score | 91.4 | 49.0 |
| Rank (LLM API providers) | #3 | #9 |
| Uptime (90 days) | 99.94% | 98.73% |
| Incidents (90 days) | 3 | 35 |
| Partial / major outages | 1 | 1 |
| Avg time to resolve | 2h 16m | 6h 8m |
| Outages we detected | 0 | 0 |
| Transparency score | 100/100 | 100/100 |
Where Groq and OpenAI API differ
- OpenAI API reported 11.7× as many incidents as Groq over the last 90 days (35 vs 3).
- Groq fixes problems faster: 2h 16m on average, against 6h 8m for OpenAI API (2.7× quicker).
- Groq's longest outage on record lasted 3h 33m (Nov 18, 2025); OpenAI API's lasted 40m (Sep 15, 2026).
90-day uptime
Groq
OpenAI API
- No incidents
- Degraded
- Partial outage
- Major outage
- No data
Recent Groq incidents
- MaintenanceOct 16, 2026 · ongoing
Affected: Website
- Partial outageOct 12, 2026 · resolved in 18m
Model Performance or Availability Issue
Affected: minimaxai/minimax-m2.7
- Degraded performanceOct 12, 2026 · resolved in 23m
GroqCloud Console Errors Affecting Multiple Regions
Affected: Website, API
- Degraded performanceOct 10, 2026 · resolved in 6h 5m
Model Performance or Availability Issue - minimaxai/minimax-m2.7
Affected: minimaxai/minimax-m2.7
- MaintenanceOct 8, 2026 · ongoing
Planned Maintenance: minimaxai/minimax-m2.7
Affected: minimaxai/minimax-m2.7
Recent OpenAI API incidents
- Degraded performanceOct 30, 2026 · resolved in 4h 1m
Elevated errors for GPT Image 2 API image edits
Affected: Images
- Degraded performanceOct 27, 2026 · resolved in 1h 18m
6.1 Sol Degraded Model Performance
Affected: Batch, Chat Completions, Responses
- InformationalOct 27, 2026 · resolved in 29m
- InformationalOct 23, 2026 · resolved in 33m
- InformationalOct 23, 2026 · resolved in 2h 17m
- Degraded performanceOct 22, 2026 · resolved in 6h 32m
Elevated ChatGPT conversation and Responses API errors
Affected: Conversations, Responses
Other LLM API providers to consider
- Perplexity API · #1 · 99.94% uptime
- Cohere · #2 · 99.94% uptime
- Cerebras Inference · #4 · 99.88% uptime
- xAI API · #5 · 99.76% uptime