Twelve of fourteen models named Amazon RDS first on the direct prompt; zero named Azure SQL Database. Both were named by all fourteen models and Amazon RDS carries 72 labels and Azure SQL Database 59, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 managed relational databases page.
Across every category in the November 2026 Edition, Amazon RDS and Azure SQL Database were named in the same answer 135 times, of the 200 answers naming Amazon RDS and the 164 naming Azure SQL Database. In those answers Azure SQL Database took the first choice five times and Amazon RDS forty-six.
| 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.
“Some models explicitly recommend avoiding RDS for production core systems unless absolutely necessary.” Muse Glimmer 30B · negative prompt · hard negative
“Some models explicitly recommend avoiding RDS for production core systems unless absolutely necessary.” Llama 4 Maverick · negative prompt · hard negative
“AWS RDS – hidden markup, vendor lock‑in, limited operational control.” GLM 4.7 FlashX · negative prompt · hard negative
“AWS RDS or Azure SQL Database are solid default choices due to their maturity, reliability, compliance certifications, and strong support ecosystems” Claude Haiku 4.5 · paraphrase prompt · first choice
“Amazon's Relational Database Service offers a free tier for the first 12 months... AWS Lightsail is also budget-friendly for smaller workloads.” Claude Haiku 4.5 · budget prompt · first choice
“Broad engine choice and familiar database behavior... You're already on AWS, want a conventional engine, or need Oracle, SQL Server, or Db2.” GPT-6 Luna · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“frequent 60‑second storage stalls, IOPS throttling, memory‑to‑core mismatches” GLM 4.7 FlashX · negative prompt · hard negative
“Also shows a high negative share (20% negative labels)” Mistral Small · negative prompt · hard negative
“Azure SQL Database, while generally robust, has resource caps and licensing implications that require careful planning” Muse Glimmer 30B · negative prompt · soft negative
“Start with Azure SQL Database if you're Microsoft-centric — it offers the best integration and cost optimization for predictable workloads.” Kimi K2 · paraphrase prompt · first choice
“Azure SQL Database provides managed SQL Server capabilities across Azure with usage-based pricing and a free tier available.” Claude Haiku 4.5 · comparative prompt · first choice
“The Overall Leader: Amazon RDS / Aurora ... or Azure SQL Database, depending on your existing technology stack” Qwen 3.7 Flash · paraphrase 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.