# Concentrate: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/concentrate

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [LLM gateways and observability](https://www.gane.ai/index/it/it-data/llm-gateways-and-observability/index.md) | 0% | 45 | 0% | 1 |

## What the models said for it

- "a good choice for companies that want a managed gateway that also sells the tokens" (Llama 4 Maverick, LLM gateways)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Concentrate, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- concentrate.ai: 4 (its own site)
- requesty.ai: 4
- getmaxim.ai: 3
- fastrouter.ai: 2
- gane.ai/index: 2
- llmgateway.io: 2
- portkey.ai: 2
- atlan.com: 1
- barndoor.ai: 1
- dev.to: 1

### Pages cited

- https://concentrate.ai/blog/the-9-best-llm-gateways-in-2026-grouped-by-the-job-they-do: 4
- https://requesty.ai/blog/best-managed-llm-gateway: 4
- https://fastrouter.ai/blog/posts/best-llm-gateways-for-enterprise-ai-development-teams-in-2026: 2
- https://portkey.ai/lp/portkey-vs-litellm: 2
- https://atlan.com/know/litellm-vs-portkey-vs-bedrock-gateway: 1
- https://barndoor.ai/how-to-keep-llm-spend-predictable: 1
- https://dev.to/ericthompson21/when-is-a-managed-llm-gateway-worth-its-cost-5959: 1
- https://fastrouter.ai/blog/posts/best-llm-gateways-for-saas-product-teams-in-2026: 1

## 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.