# Amazon RDS vs Supabase: which do AI models recommend for managed databases, October 2026

IT AI Recommendation Index, October 2026 Edition, Managed relational databases. Ten of fourteen models named Amazon RDS first on the direct prompt; zero named Supabase. Page: https://it-ai-index.com/it-data/managed-relational-databases/amazon-rds-vs-supabase/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Amazon RDS | 45% | #1 of 9 | 23% | 70 | 14 of 14 |
| Supabase | 7% | #6 of 9 | 6% | 18 | 9 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: amazon rds first (first choices: Amazon RDS) (alternatives: Azure SQL Database)
- GPT-5.4 mini: amazon rds first (first choices: Amazon Aurora, Amazon RDS) (alternatives: Azure Database for PostgreSQL, Azure SQL Database, Google Cloud SQL)
- Perplexity Sonar: amazon rds first (first choices: Amazon RDS) (alternatives: Azure SQL Database, Google Cloud SQL)
- DeepSeek V4 Flash: amazon rds first (first choices: Amazon RDS) (alternatives: Azure SQL Database, Google Cloud SQL)
- Llama 4 Maverick: amazon rds first (first choices: Amazon Aurora, Amazon RDS) (alternatives: Ntirety, Rackspace Technology)
- Qwen 3.7 Flash: amazon rds first (first choices: Amazon RDS) (alternatives: Azure Database for SQL Server / PostgreSQL, Neon, Vercel Postgres)
- Kimi K2: amazon rds first (first choices: Amazon RDS) (alternatives: Amazon Aurora, Azure SQL Database, Google Cloud SQL, Neon)
- MiniMax M2.5: amazon rds first (first choices: Amazon RDS) (alternatives: Amazon Aurora, DigitalOcean Managed Databases, Google Cloud SQL)
- GPT-6 Luna: amazon rds first (first choices: Amazon RDS) (alternatives: Amazon Aurora, Azure Database for PostgreSQL, Google Cloud SQL)
- Muse Glimmer 30B: amazon rds first (first choices: Amazon RDS) (alternatives: Amazon Aurora, Azure SQL Database, Google Cloud SQL)
- Grok 4.1 Fast: neither first, one named (first choices: Google Cloud SQL) (alternatives: Aiven, Amazon RDS, Azure SQL Database, DigitalOcean Managed Databases)
- GLM 4.7 FlashX: neither first, one named (first choices: Google Cloud SQL) (alternatives: Amazon RDS, Azure Database)
- Gemini 3.5 Flash: neither named (first choices: Amazon Aurora) (alternatives: Aiven, AlloyDB for PostgreSQL, Azure SQL Database, Neon)
- Mistral Small: neither named (first choices: Amazon Aurora) (alternatives: Azure SQL Database, Google Cloud SQL)

## What the models said about Amazon RDS

- "Some models explicitly recommend avoiding RDS for production core systems unless absolutely necessary." (Mistral Small, negative prompt, hard negative)
- "are cautious with AWS RDS SQL Server for point-in-time restore expectations and with any RDS engine for globally distributed strong-consistency writes" (Muse Glimmer 30B, negative prompt, soft negative)
- "It is widely used and legitimate, but multiple sources note that it can carry premium instance pricing, hidden ancillary costs" (Perplexity Sonar, negative prompt, soft negative)
- "Amazon RDS, for example, supports MySQL, PostgreSQL, MariaDB, SQL Server, Oracle, and Amazon Aurora, and automates provisioning, patching, backups, and failover." (Llama 4 Maverick, comparative prompt, first choice)
- "Pick AWS RDS/Aurora for broadest engine breadth and ecosystem maturity, and for cloud-native Aurora performance with MySQL/PostgreSQL compatibility." (Muse Glimmer 30B, comparative prompt, first choice)
- "The top managed relational database services are Amazon RDS, Google Cloud SQL, Azure SQL Database, and Oracle Autonomous Database" (Perplexity Sonar, comparative prompt, first choice)

## What the models said about Supabase

- "you must be cautious about adopting it for long-term, enterprise-scale relational workloads" (Gemini 3.5 Flash, negative prompt, soft negative)
- "If you're just starting and want a free tier that doesn't expire, Supabase or Neon are excellent." (GLM 4.7 FlashX, budget prompt, first choice)
- "Supabase or Neon (both serverless PostgreSQL) stand out as the best managed relational database services" (Grok 4.1 Fast, budget prompt, first choice)
- "My overall pick: For most small companies with limited budgets, Supabase is the best value" (DeepSeek V4 Flash, budget prompt, first choice)

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.