# NGINX vs Cloudflare Load Balancing: which do AI models recommend for load balancers, October 2026

IT AI Recommendation Index, October 2026 Edition, Load balancers. Four of fourteen models named NGINX first on the direct prompt; two named Cloudflare Load Balancing. Page: https://it-ai-index.com/network/load-balancers/nginx-vs-cloudflare-load-balancing/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| NGINX | 15% | #3 of 13 | 4% | 53 | 14 of 14 |
| Cloudflare Load Balancing | 4% | #5 of 13 | 0% | 25 | 12 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: nginx first (first choices: AWS Elastic Load Balancing, Azure Load Balancer, NGINX) (alternatives: Citrix ADC, F5, HAProxy)
- Grok 4.1 Fast: nginx first (first choices: HAProxy, NGINX) (alternatives: AWS ALB, Azure Load Balancer, Cloudflare Load Balancing, GCP Cloud Load Balancing, Progress Kemp LoadMaster)
- Qwen 3.7 Flash: nginx first (first choices: AWS Elastic Load Balancing, Azure Application Gateway, NGINX) (alternatives: Cloudflare Load Balancing, HAProxy)
- GLM 4.7 FlashX: nginx first (first choices: NGINX, Progress Kemp LoadMaster) (alternatives: F5 BIG-IP, HAProxy)
- Gemini 3.5 Flash: cloudflare load balancing first (first choices: Cloudflare Load Balancing) (alternatives: AWS Elastic Load Balancing, Azure Application Gateway, HAProxy, NGINX, Progress Kemp LoadMaster)
- Mistral Small: cloudflare load balancing first (first choices: Cloudflare Load Balancing) (alternatives: HAProxy, Progress Kemp LoadMaster, VMware Avi Load Balancer)
- DeepSeek V4 Flash: neither first, one named (first choices: Progress Kemp LoadMaster) (alternatives: AWS Application Load Balancer, Cloudflare Load Balancing, HAProxy, NGINX)
- MiniMax M2.5: neither first, one named (first choices: Progress Kemp LoadMaster) (alternatives: AWS Elastic Load Balancing, Azure Load Balancer, Cloudflare Load Balancing, GCP Cloud Load Balancing, NGINX)
- GPT-6 Luna: neither first, one named (first choices: AWS Application Load Balancer) (alternatives: Azure Application Gateway, Azure Load Balancer, Cloudflare Load Balancing, Google Cloud Application Load Balancer, Google Cloud Network Load Balancer)
- Muse Glimmer 30B: neither first, one named (first choices: Progress Kemp LoadMaster) (alternatives: AWS Elastic Load Balancing, Azure Load Balancer, Cloudflare Load Balancing, HAProxy, NGINX)
- GPT-5.4 mini: neither named (first choices: Application Load Balancer) (alternatives: Azure Load Balancer, Google Cloud's Application Load Balancer, Network Load Balancer)
- Perplexity Sonar: neither named (first choices: HAProxy) (alternatives: AWS Elastic Load Balancing, Azure Application Gateway)
- Llama 4 Maverick: neither named
- Kimi K2: neither named (first choices: HAProxy, Progress Kemp LoadMaster) (alternatives: F5 NGINX)

## What the models said about NGINX

- "running them on under-powered virtual machines ... creates a bottleneck" (Qwen 3.7 Flash, negative prompt, soft negative)
- "Don't use Nginx for complex load balancing - It's a web server first" (Kimi K2, negative prompt, soft negative)
- "A well-run software load balancer (HAProxy or NGINX) or a cloud-managed service will give you the performance, flexibility, and cost-effectiveness you need" (DeepSeek V4 Flash, scale prompt, first choice)
- "a cloud-based load balancer (if you're in the cloud) or Nginx (if on-premises) represents the best balance of cost, performance, and ease of management" (Claude Haiku 4.5, direct prompt, first choice)
- "The Industry Standard (Flexible & Powerful): NGINX ... If you are moving toward a microservices/Kubernetes architecture, transition to NGINX Ingress." (Qwen 3.7 Flash, direct prompt, first choice)

## What the models said about Cloudflare Load Balancing

- "Ideal for companies needing global traffic steering, failover, and strong DDoS protection... making it a good fit for B2B companies with a global customer base" (Mistral Small, direct prompt, first choice)
- "Best For: B2B SaaS companies, multi-cloud setups, and security-first organizations... Combines global routing with top-tier security at the edge" (Gemini 3.5 Flash, direct prompt, first choice)
- "Best if you want managed service simplicity: Cloudflare Load Balancing ... though managed services can become expensive as usage grows" (Perplexity Sonar, budget prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.