Home Compare Fireworks AI vs Groq LLM API Providers · reliability comparison
Fireworks AI vs Groq: which is more reliable? (2026) Groq is more reliable than Fireworks AI, scoring 91.4 vs 44.0 out of 100. Over the last 90 days Fireworks AI reported 231 incidents and Groq reported 3, with effective uptime of 98.04% and 99.94% respectively. Fireworks AI resolves incidents faster on average (53m).
Data updated Nov 2, 2026 · How we score
Metric Fireworks AI Groq Reliability score 44.0 91.4 Rank (LLM API providers) #10 #3 Uptime (90 days) 98.04% 99.94% Incidents (90 days) 231 3 Partial / major outages 2 1 Avg time to resolve 53m 2h 16m Outages we detected 0 0 Transparency score 100/100 100/100
Where Fireworks AI and Groq differ Fireworks AI reported 77× as many incidents as Groq over the last 90 days (231 vs 3). Fireworks AI had 2 partial or major outages, compared with 1 for Groq. Fireworks AI fixes problems faster: 53m on average, against 2h 16m for Groq (2.6× quicker). Fireworks AI's longest outage on record lasted 1d 22h (Aug 11, 2026); Groq's lasted 3h 33m (Nov 18, 2025). 90-day uptime Fireworks AI Aug 5, 2026: 97.50% uptime, 6 incidents (Degraded performance) Aug 6, 2026: 95.02% uptime, 2 incidents (Degraded performance) Aug 7, 2026: 94.83% uptime, 7 incidents (Degraded performance) Aug 8, 2026: 99.77% uptime, 1 incident (Degraded performance) Aug 9, 2026: no incidents Aug 10, 2026: 98.82% uptime, 8 incidents (Degraded performance) Aug 11, 2026: 85.96% uptime, 10 incidents (Partial outage) Aug 12, 2026: 50.00% uptime, 8 incidents (Partial outage) Aug 13, 2026: 63.49% uptime, 4 incidents (Partial outage) Aug 14, 2026: 98.05% uptime, 15 incidents (Degraded performance) Aug 15, 2026: 99.92% uptime, 1 incident (Degraded performance) Aug 16, 2026: 99.55% uptime, 4 incidents (Degraded performance) Aug 17, 2026: 99.84% uptime, 3 incidents (Degraded performance) Aug 18, 2026: 96.11% uptime, 8 incidents (Partial outage) Aug 19, 2026: 91.36% uptime, 5 incidents (Degraded performance) Aug 20, 2026: 99.37% uptime, 7 incidents (Degraded performance) Aug 21, 2026: 98.47% uptime, 10 incidents (Degraded performance) Aug 22, 2026: 98.52% uptime, 8 incidents (Degraded performance) Aug 23, 2026: 99.42% uptime, 6 incidents (Degraded performance) Aug 24, 2026: 99.86% uptime, 2 incidents (Degraded performance) Aug 25, 2026: 99.18% uptime, 4 incidents (Degraded performance) Aug 26, 2026: 99.75% uptime, 1 incident (Degraded performance) Aug 27, 2026: no incidents Aug 28, 2026: 99.14% uptime, 5 incidents (Degraded performance) Aug 29, 2026: no incidents Aug 30, 2026: 99.96% uptime, 1 incident (Degraded performance) Aug 31, 2026: 99.86% uptime, 1 incident (Degraded performance) Sep 1, 2026: 96.26% uptime, 6 incidents (Degraded performance) Sep 2, 2026: 99.28% uptime, 4 incidents (Degraded performance) Sep 3, 2026: no incidents Sep 4, 2026: 96.73% uptime, 4 incidents (Degraded performance) Sep 5, 2026: 99.99% uptime, 1 incident (Degraded performance) Sep 6, 2026: no incidents Sep 7, 2026: 99.84% uptime, 2 incidents (Degraded performance) Sep 8, 2026: 99.41% uptime, 3 incidents (Degraded performance) Sep 9, 2026: 98.61% uptime, 1 incident (Degraded performance) Sep 10, 2026: 99.88% uptime, 2 incidents (Degraded performance) Sep 11, 2026: 99.76% uptime, 1 incident (Degraded performance) Sep 12, 2026 – Sep 14, 2026: no incidents Sep 15, 2026: 98.35% uptime, 4 incidents (Degraded performance) Sep 16, 2026: no incidents Sep 17, 2026: 99.87% uptime, 2 incidents (Degraded performance) Sep 18, 2026: no incidents Sep 19, 2026: 99.78% uptime, 3 incidents (Degraded performance) Sep 20, 2026: no incidents Sep 21, 2026: 99.93% uptime, 1 incident (Degraded performance) Sep 22, 2026: 99.99% uptime, 1 incident (Degraded performance) Sep 23, 2026: 99.67% uptime, 1 incident (Degraded performance) Sep 24, 2026: 99.57% uptime, 3 incidents (Degraded performance) Sep 25, 2026 – Sep 30, 2026: no incidents Oct 1, 2026: 99.92% uptime, 1 incident (Degraded performance) Oct 2, 2026: 99.85% uptime, 1 incident (Degraded performance) Oct 3, 2026: no incidents Oct 4, 2026: 99.99% uptime, 1 incident (Degraded performance) Oct 5, 2026: 99.43% uptime, 4 incidents (Degraded performance) Oct 6, 2026: 98.62% uptime, 1 incident (Degraded performance) Oct 7, 2026: 99.77% uptime, 2 incidents (Degraded performance) Oct 8, 2026: 98.74% uptime, 2 incidents (Degraded performance) Oct 9, 2026: no incidents Oct 10, 2026: 98.87% uptime, 2 incidents (Degraded performance) Oct 11, 2026: 99.68% uptime, 1 incident (Degraded performance) Oct 12, 2026: 96.33% uptime, 5 incidents (Degraded performance) Oct 13, 2026: 98.25% uptime, 2 incidents (Degraded performance) Oct 14, 2026: 99.23% uptime, 4 incidents (Degraded performance) Oct 15, 2026: 97.19% uptime, 4 incidents (Degraded performance) Oct 16, 2026: no incidents Oct 17, 2026: 99.51% uptime, 2 incidents (Degraded performance) Oct 18, 2026: 99.60% uptime, 2 incidents (Degraded performance) Oct 19, 2026: 97.95% uptime, 3 incidents (Degraded performance) Oct 20, 2026: 98.52% uptime, 4 incidents (Degraded performance) Oct 21, 2026: 98.98% uptime, 3 incidents (Degraded performance) Oct 22, 2026: 99.11% uptime, 6 incidents (Degraded performance) Oct 23, 2026: 98.06% uptime, 1 incident (Degraded performance) Oct 24, 2026: no incidents Oct 25, 2026: 99.95% uptime, 1 incident (Degraded performance) Oct 26, 2026: 97.85% uptime, 6 incidents (Degraded performance) Oct 27, 2026: 99.43% uptime, 2 incidents (Degraded performance) Oct 28, 2026: 99.22% uptime, 5 incidents (Degraded performance) Oct 29, 2026: no incidents Oct 30, 2026: 99.29% uptime, 3 incidents (Degraded performance) Oct 31, 2026: 99.80% uptime, 3 incidents (Degraded performance) Nov 1, 2026 – Nov 2, 2026: no incidents 90 days ago 98.046% average daily uptime Today Groq Aug 5, 2026 – Oct 9, 2026: no incidents Oct 10, 2026: 96.19% uptime, 1 incident (Degraded performance) Oct 11, 2026: no incidents Oct 12, 2026: 99.11% uptime, 2 incidents (Partial outage) Oct 13, 2026 – Nov 2, 2026: no incidents 90 days ago 99.947% average daily uptime Today