Six of fourteen models named Metaplane first on the direct prompt; zero named Elementary. Metaplane was named by fourteen of the fourteen models and Elementary by ten and Metaplane carries 35 labels and Elementary 16, so the shares are not directly comparable.
Named in three categories 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 data quality and observability page.
Across every category in the November 2026 Edition, Metaplane and Elementary were named in the same answer thirty-seven times, of the 112 answers naming Metaplane and the 43 naming Elementary. In those answers Elementary took the first choice five times and Metaplane eighteen.
| 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 seven in this category shown.
“A standalone Metaplane purchase — check exactly what you're being sold... verify the contract, roadmap, support, and migration path” GPT-6 Luna · negative prompt · soft negative
“Be cautious if you want vendor independence, predictable pricing, or a standalone data-quality roadmap.” Perplexity Sonar · negative prompt · soft negative
“Metaplane: Acquired by Datadog in 2025. History shows acquired tools often lose focus, increase prices” Kimi K2 · negative prompt · soft negative
“my default recommendation is Metaplane if you want the best balance of speed to value, lower operational overhead, and strong fit for lean data teams” GPT-5.4 mini · direct prompt · first choice
“Overall best for most budget-constrained companies: Metaplane's free tier is the strongest "real" data observability platform” DeepSeek V4 Flash · budget prompt · first choice
“Metaplane (now part of Datadog) stands out as the best data observability platform for most mid-market B2B companies” Grok 4.20 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Open-source options like dbt tests or Elementary can be starters but may lack full automation.” Grok 4.20 · scale prompt · soft negative
“Soda Core or Elementary would be excellent starting points” GLM 4.7 FlashX · budget prompt · first choice
“Top Recommendation: Elementary (Open Source, Self-Hosted)” Grok 4.20 · budget prompt · first choice
“Elementary is a popular open-source option that integrates well with dbt projects and is free to use” Mistral Small · budget 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.