Envoy
Why models recommend it
“Prefer lighter options first: Envoy (especially in service mesh like Istio) or NGINX for most routing + basic policies.”Grok 4.20 · Negative question · first choice
“high-performance proxy and load balancer from Lyft with dynamic configuration, observability and modern protocol support”Muse Glimmer 30B · Comparative question · alternative
“Choose Envoy or Traefik if you need container auto-discovery, dynamic routing, or service mesh capabilities.”Gemini 3.5 Flash · Comparative question · alternative
“or Envoy/ Istio for Kubernetes. They're managed, scalable, and include built-in health checks/DDoS protection.”Grok 4.20 · Negative question · alternative
What gives them pause
“Not dedicated "API management" platforms but often used as the high-performance edge layer. They require significant custom configuration”Qwen 3.7 Flash · Comparative question · warning
“lightweight open-source microservices proxies (like Envoy or KrakenD, which require custom tooling to build B2B features)”Gemini 3.5 Flash · Direct question · warning
Also on the shortlist
The products named in the same answers as Envoy, over the 59 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 43 | 3 | View → | |
| 30 | 2 | View → | |
| 28 | 6 | View → | |
| 27 | 11 | View → | |
| 27 | 1 | View → | |
| 27 | 0 | View → | |
| 21 | 1 | View → | |
| 21 | 1 | View → | |
| 19 | 0 | View → | |
| 17 | 3 | View → |
What the models named instead of Envoy →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 40 of the 59 answers that named Envoy and are not a share of its labels.
Domains cited
No domain is on file for Envoy, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
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 |