---
id: ops-metrics-october-2026
slug: operational-metrics-by-provider-october-2026
title: "Operational metrics per provider, October 2026"
topic: reliability
period: Oct 2026
updated: 2026-11-11
license: CC BY 4.0
canonical: https://www.requesty.ai/data/operational-metrics-by-provider-october-2026
---

# Operational metrics per provider, October 2026

> How do the largest providers compare on success rate, streaming and caching? In October 2026 Parasail had the highest success rate at 100% and DeepInfra the lowest at 91% among the 15 busiest providers. Melious streamed the largest share of requests at 70%.

*Topic: Reliability and ops. Period: Oct 2026. Last updated 2026-11-11.*

## Why it matters

Success rate, streaming share and cache hit rate together describe how a provider behaves under production load. A low success rate means more retries or fallbacks; caching and streaming change cost and perceived latency.

## Questions this answers

- Which AI provider has the highest success rate?
- Which providers stream the most requests?
- How do providers compare on caching?

## Key findings

1. Highest success rate: Parasail at 100%.
2. Lowest success rate: DeepInfra at 91%.
3. Most streaming: Melious at 70%.

## Data

| Provider | Success rate (percent) | Streaming (percent) | Cache hit (percent) |
| --- | --- | --- | --- |
| Vertex (Gemini) | 96.52% | 10.14% | 50.52% |
| Azure | 91.61% | 31.82% | 71.14% |
| Typesafe | 99.44% | 0.04% | 0.00% |
| TensorX | 91.60% | 9.15% | 66.09% |
| OpenAI | 98.41% | 10.87% | 76.58% |
| DeepInfra | 91.31% | 9.62% | 75.98% |
| Nebius | 99.43% | 0.52% | 50.87% |
| Bedrock | 92.46% | 27.82% | 82.41% |
| Sference | 95.72% | 37.48% | 82.21% |
| Anthropic | 93.01% | 43.48% | 80.36% |
| DeepSeek | 96.27% | 31.29% | 88.53% |
| Vertex (Claude) | 92.74% | 47.60% | 82.28% |
| Novita | 92.52% | 11.60% | 84.53% |
| Melious | 94.38% | 69.62% | 90.05% |
| Parasail | 99.50% | 0.18% | 62.36% |

## Caveats

- Success rate counts every attempt, including attempts a fallback later recovered.
- Fifteen busiest providers on the public provider list.

## Cite as

**APA.** Requesty (2026). Operational metrics per provider, October 2026. Requesty Data. https://www.requesty.ai/data/operational-metrics-by-provider-october-2026

```bibtex
@misc{requesty_operational_metrics_by_provider_october_2026,
  author       = {{Requesty}},
  title        = {Operational metrics per provider, October 2026},
  year         = {2026},
  howpublished = {\url{https://www.requesty.ai/data/operational-metrics-by-provider-october-2026}},
  note         = {Requesty Data}
}
```

---

Downloads: [JSON](https://www.requesty.ai/data/operational-metrics-by-provider-october-2026/data.json) · [CSV](https://www.requesty.ai/data/operational-metrics-by-provider-october-2026/data.csv) · [Markdown](https://www.requesty.ai/data/operational-metrics-by-provider-october-2026/data.md)