Zero of fourteen models named Couchbase first on the direct prompt; zero named Redis. Both were named by all fourteen models and Couchbase carries 43 labels and Redis 55, so the shares are not directly comparable.
Named in one category 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 nosql databases page.
Across every category in the October 2026 Edition, Couchbase and Redis were named in the same answer eighty-one times, of the 113 answers naming Couchbase and the 166 naming Redis. In those answers Redis took the first choice three times and Couchbase two.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“otherwise it is usually more specialized than MongoDB for a general mid-market B2B stack” GPT-5.4 mini · direct prompt · soft negative
“Cons: Heavier operational complexity compared to fully managed alternatives” DeepSeek V4 Flash · paraphrase prompt · soft negative
“More enterprise-focused, $1,800+/mo — likely overkill for mid-market” DeepSeek V4 Flash · direct prompt · soft negative
“1. Couchbase - a key-value database that stores data as documents, ideal for simple data storage and retrieval needs.” Llama 4 Maverick · paraphrase prompt · first choice
“MongoDB and Couchbase are the best choices due to their ease of use, strong community support, and free tiers” Mistral Small · budget prompt · first choice
“Prefer managed services to keep ops headcount low: MongoDB Atlas, Amazon DynamoDB, Azure Cosmos DB, Couchbase Capella, managed Cassandra.” Muse Glimmer 30B · scale prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Redis is extremely fast but should be used with caution for data that needs to persist on disk or for applications requiring complex queries” Mistral Small · negative prompt · soft negative
“Cautious when: Using it as a primary database rather than a cache — it's an in-memory store, and data durability can be a concern.” DeepSeek V4 Flash · negative prompt · soft negative
“early versions lacked auth. Redis 7+ is solid; use ACLs and avoid as a primary durable store unless clustered with persistence.” Grok 4.1 Fast · negative prompt · soft negative
“Redis is the most popular and versatile key-value store... ideal for mid-sized B2B applications” Mistral Small · paraphrase prompt · first choice
“Redis receiving the highest rating of 8.9 among the leaders” Claude Haiku 4.5 · comparative prompt · first choice
“Key-Value Stores Top Examples: Redis, Amazon DynamoDB” Qwen 3.7 Flash · comparative 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.