Two of fourteen models named Amazon DynamoDB first on the direct prompt; zero named Redis. Both were named by all fourteen models and Amazon DynamoDB carries 65 labels and Redis 56, so the shares are not directly comparable.
Named in three categories this edition.
Named in two 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 nosql databases page.
Across every category in the November 2026 Edition, Amazon DynamoDB and Redis were named in the same answer 123 times, of the 208 answers naming Amazon DynamoDB and the 152 naming Redis. In those answers Redis took the first choice three times and Amazon DynamoDB fourteen.
| 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.
“AI models and experts often advise avoiding DynamoDB as a primary application database unless your use case is a perfect fit for key-value patterns.” Mistral Small · negative prompt · hard negative
“Avoid managed enterprise tiers (DynamoDB, Cosmos DB, etc.)” GLM 4.7 FlashX · budget prompt · hard negative
“DynamoDB (but model your access patterns rigidly upfront)... DynamoDB's provisioned mode can be cheap or catastrophically expensive if misconfigured.” Kimi K2 · scale prompt · soft negative
“lean toward a managed, cloud-specific solution (like DynamoDB or Cosmos DB), even with the potential lock-in” Qwen 3.7 Flash · scale prompt · first choice
“MongoDB (as a managed service like MongoDB Atlas) or Amazon DynamoDB would be my top recommendations” Grok 4.20 · paraphrase prompt · first choice
“For a key-value database service, Amazon DynamoDB is the most frequently recommended option.” Mistral Small · paraphrase 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.
“Avoid Redis as a sole data store for critical financial data.” MiniMax M2.5 · negative prompt · hard negative
“Redis as the only copy of important data — Don't assume data is durable just because it's in a database.” GPT-6 Luna · negative prompt · soft negative
“Redis is rarely used as a *primary* database for storage due to cost constraints and lack of durability” Qwen 3.7 Flash · direct prompt · soft negative
“Redis for a key-value database” GLM 4.7 FlashX · paraphrase prompt · first choice
“For caching, real-time, or session store: Redis (via ElastiCache or Redis Cloud) is almost always the right answer.” MiniMax M2.5 · scale prompt · alternative
“In-Memory / Fast Key-Value | Redis Enterprise, Dragonfly | Caching, session stores, real-time leaderboards.” Gemini 3.5 Flash · scale prompt · alternative
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.