# Envoy: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 34 judge labels across 5 categories by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/envoy

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Load balancers](https://www.gane.ai/index/it/network/load-balancers/index.md) | 0% | 16 | 0% | 16 |
| [API gateways](https://www.gane.ai/index/it/developer/api-gateways/index.md) | 0% | 15 | 15% | 13 |
| [API management](https://www.gane.ai/index/it/developer/api-management/index.md) | 0% | 22 | 0% | 2 |
| [LLM gateways and observability](https://www.gane.ai/index/it/it-data/llm-gateways-and-observability/index.md) | 0% | 33 | 0% | 2 |
| [Data center infrastructure management](https://www.gane.ai/index/it/operations/data-center-infrastructure-management/index.md) | 0% | 52 | 0% | 1 |

## What the models said for it

- "Prefer lighter options first: Envoy (especially in service mesh like Istio) or NGINX for most routing + basic policies." (Grok 4.20, API gateways)
- "high-performance proxy and load balancer from Lyft with dynamic configuration, observability and modern protocol support" (Muse Glimmer 30B, Load balancers)
- "Choose Envoy or Traefik if you need container auto-discovery, dynamic routing, or service mesh capabilities." (Gemini 3.5 Flash, Load balancers)
- "or Envoy/ Istio for Kubernetes. They're managed, scalable, and include built-in health checks/DDoS protection." (Grok 4.20, Load balancers)

## And against it

- "Not dedicated "API management" platforms but often used as the high-performance edge layer. They require significant custom configuration" (Qwen 3.7 Flash, API gateways)
- "lightweight open-source microservices proxies (like Envoy or KrakenD, which require custom tooling to build B2B features)" (Gemini 3.5 Flash, API gateways)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 4 | 3 | 1 | 8 |
| Perplexity Sonar | 0 | 2 | 0 | 0 | 2 |
| Grok 4.20 | 1 | 4 | 1 | 0 | 6 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 1 | 4 |
| Kimi K2 | 0 | 4 | 1 | 0 | 5 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Envoy, from 40 of the 59 answers that named it (only the models that return a source list).

### Domains cited

- dev.to: 16
- github.com: 16
- zuplo.com: 11
- geekflare.com: 10
- solo.io: 7
- devopsschool.com: 6
- learn.microsoft.com: 6
- loadbalancer.org: 6
- contabo.com: 5
- docs.aws.amazon.com: 5

### Pages cited

- https://geekflare.com/guides/best-api-gateways: 8
- https://dev.to/devstackhub/6-best-api-gateways-for-developers-breaking-their-routing-logic-4a99: 6
- https://github.com/quanpan302/KB-engineering-handbook/blob/main/content/hld/part-2-building-blocks/01-reverse-proxies-api-gateways.md: 6
- https://loadbalancer.org/blog/whats-the-best-cloud-load-balancer: 6
- https://zuplo.com/learning-center/best-api-gateways-2026: 6
- https://contabo.com/blog/best-open-source-load-balancers: 5
- https://dupple.com/learn/best-api-gateways: 5
- https://github.com/quanpan302/KB-engineering-handbook/blob/main/content/hld/part-2-building-blocks/00-load-balancers.md: 5

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.