Zero of fourteen models named Couchbase first on the direct prompt; zero named ScyllaDB. Couchbase was named by fourteen of the fourteen models and ScyllaDB by ten and Couchbase carries 43 labels and ScyllaDB 21, so the shares are not directly comparable.
Named in one category 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 October 2026 Edition, Couchbase and ScyllaDB were named in the same answer thirty-two times, of the 113 answers naming Couchbase and the 53 naming ScyllaDB. In those answers ScyllaDB took the first choice zero 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. Three of four in this category shown.
“I'd recommend starting with MongoDB Atlas or ScyllaDB as they balance cost, performance, and ease of use” MiniMax M2.5 · budget prompt · first choice
“ScyllaDB is a drop-in compatible, faster version of Cassandra that is often lighter on hardware resources” Qwen 3.7 Flash · budget prompt · alternative
“these top DB-Engines (scores 1000+), have enterprise backing, and regular patches” Grok 4.1 Fast · negative 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.