DataHub vs Amundsen
One of fourteen models named DataHub first on the direct prompt; zero named Amundsen. DataHub was named by twelve of the fourteen models and Amundsen by seven and DataHub carries 36 labels and Amundsen 12, so the shares are not directly comparable.
Named in two categories this edition.
Amundsen
criticized challengerNamed 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 catalogs and governance page.
By framing
DataHubFirst choices, of fourteen modelsAmundsenAcross every category in the October 2026 Edition, DataHub and Amundsen were named in the same answer twenty-four times, of the 101 answers naming DataHub and the 34 naming Amundsen. In those answers Amundsen took the first choice zero times and DataHub zero.
Every model, every framing
| Model | DirectAM | ParaphraseAM | ComparativeAM | Budget-constrainedAM | Scale-constrainedAM | NegativeAM |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | AM | ||||
| Gemini 3.5 Flash | | | ||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | AM | | ||||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | AM | | ||
| Llama 4 Maverick | AM | |||||
| Qwen 3.7 Flash | | | AM | AM | ||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | |
DataHubAM Amundsen first choice named as an alternative argued againstblank: not namedEach cell is one answer, DataHub on the left and Amundsen on the right.The direct prompt
DataHub first, Amundsen not the choice
1 of 14 modelsAmundsen was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
11 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
DataHub0%#8 of 11What the models said about DataHub
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 for Mid-Market: ... open-source like DataHub/Amundsen (free but needs engineering overhead)” Grok 4.1 Fast · direct prompt · hard negative
“Only choose this if you have a dedicated data platform engineer who has the bandwidth to manage and upgrade the infrastructure.” Gemini 3.5 Flash · scale prompt · soft negative
“While open source options like OpenMetadata and DataHub are credible, they require substantial in-house engineering expertise” Mistral Small · negative prompt · soft negative
“likely to be an open-source tool such as Amundsen or DataHub, which are suitable for on-premise environments” Llama 4 Maverick · budget prompt · first choice
“If you have some technical resources, OpenMetadata or DataHub are the best free options.” Mistral Small · budget prompt · first choice
“Best overall low-budget choice: DataHub” GPT-5.4 mini · budget prompt · first choice
What the models said about Amundsen
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid for Mid-Market: ... open-source like DataHub/Amundsen (free but needs engineering overhead)” Grok 4.1 Fast · direct prompt · hard negative
“Amundsen (Lyft) — archived and no longer maintained as of 2026, so don't build on it” DeepSeek V4 Flash · budget prompt · hard negative
“have lower license costs but require significant DevOps effort to install, maintain, and keep running” Qwen 3.7 Flash · scale prompt · soft negative
“likely to be an open-source tool such as Amundsen or DataHub, which are suitable for on-premise environments” Llama 4 Maverick · budget prompt · first choice
“Best ultra-lean choice: Amundsen” GPT-5.4 mini · budget 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.