Three of fourteen models named HAProxy first on the direct prompt; three named NGINX. Both were named by all fourteen models and HAProxy carries 61 labels and NGINX 57, so the shares are not directly comparable.
Named in three categories this edition.
Named in four categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the load balancers page.
Across every category in the November 2026 Edition, HAProxy and NGINX were named in the same answer 152 times, of the 191 answers naming HAProxy and the 213 naming NGINX. In those answers NGINX took the first choice fourteen times and HAProxy twenty-eight.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Older or unpatched self-hosted solutions (e.g., legacy HAProxy, Apache, or custom LVS setups): These can suffer from single points of failure” Grok 4.20 · negative prompt · soft negative
“HAProxy\u2019s official docs label some releases EOL; don\u2019t assume an old install is still receiving fixes” GPT-6 Luna · negative prompt · soft negative
“Running a single NGINX or HAProxy instance as your load balancer creates a single point of failure” Kimi K2 · negative prompt · soft negative
“Consistently the fastest performer in benchmarks with lowest latency and memory footprint; battle-tested in production for decades.” DeepSeek V4 Flash · comparative prompt · first choice
“The best load balancer for a company with a limited budget is HAProxy, as it is a cost-efficient, open-source deployment option.” Llama 4 Maverick · budget prompt · first choice
“HAProxy is the best overall load balancing software for most teams because its open-source core is free and production-grade” Claude Haiku 4.5 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Recent critical vulnerabilities (e.g., CVEs from 2024–2026 patches by F5) can lead to crashes, denial-of-service (DoS), or remote code execution.” Grok 4.20 · negative prompt · soft negative
“Running a single NGINX or HAProxy instance as your load balancer creates a single point of failure” Kimi K2 · negative prompt · soft negative
“Consider NGINX Plus or HAProxy Enterprise if you have strong Linux/SysAdmin skills. They offer the best performance-to-cost ratio” Qwen 3.7 Flash · scale prompt · first choice
“Kemp LoadMaster (mid-size friendly ADC) and NGINX Plus (if you have Linux/NGINX skills) are strong fits” DeepSeek V4 Flash · scale prompt · first choice
“NGINX Plus often being the best fit for mid-market B2B companies seeking a reliable and scalable solution” Mistral Small · direct prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.