Amazon Aurora vs DigitalOcean Managed Databases
One of fourteen models named Amazon Aurora first on the direct prompt; zero named DigitalOcean Managed Databases. Amazon Aurora was named by thirteen of the fourteen models and DigitalOcean Managed Databases by eleven and Amazon Aurora carries 50 labels and DigitalOcean Managed Databases 16, so the shares are not directly comparable.
Named in two categories 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.
By framing
Amazon AuroraFirst choices, of fourteen modelsDigitalOcean Managed Databases
Across every category in the November 2026 Edition, Amazon Aurora and DigitalOcean Managed Databases were named in the same answer twenty-four times, of the 139 answers naming Amazon Aurora and the 55 naming DigitalOcean Managed Databases. In those answers DigitalOcean Managed Databases took the first choice one time and Amazon Aurora five.
Every model, every framing
| 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 | | | | | |
Amazon Aurora DigitalOcean Managed Databases first choice named as an alternative argued againstblank: not namedEach cell is one answer, Amazon Aurora on the left and DigitalOcean Managed Databases on the right.The direct prompt
Amazon Aurora first, DigitalOcean Managed Databases not the choice
1 of 14 modelsDigitalOcean Managed Databases was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
DigitalOcean Managed Databases10%#3 of 8Amazon Aurora5%#6 of 8Amazon Aurora8%#4 of 11DigitalOcean Managed Databases8%#6 of 11Amazon Aurora43%#1 of 8DigitalOcean Managed Databases0%#– of 8What the models said about Amazon Aurora
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
“Experts advise caution or avoidance for production core systems unless absolutely necessary.” Llama 4 Maverick · negative prompt · hard negative
“Avoid Overkill: Skip premium options like Amazon Aurora or Azure SQL Managed Instance” Grok 4.20 · budget prompt · hard negative
“If your infrastructure is already on AWS, choose Amazon Aurora PostgreSQL. It balances reliability, compliance, auto-scaling, and industry-standard adoption.” Gemini 3.5 Flash · direct prompt · first choice
“Best Overall for AWS Infrastructure: Amazon Aurora PostgreSQL ... is the gold standard for mid-sized B2B platforms.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Choose Amazon Aurora if you're on AWS or need maximum scalability — it provides the best price/performance ratio” Kimi K2 · paraphrase prompt · first choice
What the models said about DigitalOcean Managed Databases
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“scaling limits, higher relative costs at volume, and less enterprise-grade SLAs make them riskier for mission-critical apps” Grok 4.20 · negative prompt · soft negative
“DigitalOcean Managed Databases is often the best default: it offers managed PostgreSQL and MySQL with predictable pricing starting around $15/month” Perplexity Sonar · budget prompt · first choice
“DigitalOcean Managed Databases (for PostgreSQL or MySQL) is often the best overall choice.” Grok 4.20 · budget prompt · first choice
“Best for Predictable Flat-Rate Pricing: DigitalOcean Managed Databases” Gemini 3.5 Flash · budget 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.