Zero of fourteen models named Chroma first on the direct prompt; two named Weaviate. Both were named by all fourteen models and Chroma carries 36 labels and Weaviate 67, so the shares are not directly comparable.
Named in one category 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 vector databases page.
Across every category in the October 2026 Edition, Chroma and Weaviate were named in the same answer eighty-five times, of the 101 answers naming Chroma and the 203 naming Weaviate. In those answers Weaviate took the first choice three times and Chroma nine.
| 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.
“Chroma has experienced significant production issues, including a critical memory leak... A severe cache invalidation bug in version 0.5 caused p99 latency to spike from 42ms to 542ms” MiniMax M2.5 · negative prompt · hard negative
“Only use Chroma behind a private network with auth enabled and patched, never internet exposed with defaults.” Muse Glimmer 30B · negative prompt · hard negative
“Avoid Chroma for production — it's a prototype tool, not a production database” Kimi K2 · negative prompt · hard negative
“Start with Chroma or Qdrant (self‑hosted) or pgvector if you already have PostgreSQL.” GLM 4.7 FlashX · budget prompt · first choice
“Best for small budgets: Chroma (free, self-hosted) or pgvector (free, if using PostgreSQL).” Mistral Small · budget prompt · first choice
“Chroma: Offers a free plan and is considered one of the cheapest options.” Llama 4 Maverick · budget 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.
“Weaviate's own security checklist says self-managed deployments allow anonymous queries by default unless you configure auth. That's fine for local dev, but risky for production.” GPT-5.4 mini · negative prompt · soft negative
“Weaviate Cloud if your costs need to be especially simple and predictable: Pricing can depend on vector dimensions...” GPT-6 Luna · negative prompt · soft negative
“*Proprietary (e.g., Pinecone, Weaviate Cloud):* Easier to start, harder to leave later (vendor lock-in).” Qwen 3.7 Flash · scale prompt · soft negative
“I'd recommend either Pinecone ... or Weaviate (if you want flexibility and cost control)” Claude Haiku 4.5 · direct prompt · first choice
“I'd suggest beginning with Weaviate or pgvector if you're already invested in PostgreSQL” Claude Haiku 4.5 · paraphrase prompt · first choice
“Weaviate (open‑source + managed cloud, built‑in multimodal & GraphQL APIs)” GLM 4.7 FlashX · direct 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.