Nine of fourteen models named Segment first on the direct prompt; zero named RudderStack. Both were named by all fourteen models and Segment carries 70 labels and RudderStack 39, so the shares are not directly comparable.
By Twilio, San Francisco, United States, founded 2008. Named in ten categories this edition.
Named in seven 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 customer data platforms page.
Across every category in the November 2026 Edition, Segment and RudderStack were named in the same answer 165 times, of the 573 answers naming Segment and the 197 naming RudderStack. In those answers RudderStack took the first choice sixteen times and Segment fifty-six.
| 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. Two of two in this category shown.
“Some CDPs to be cautious about or avoid include Adobe Real-Time CDP and Segment, as they have been labeled as "not recommended"” Llama 4 Maverick · negative prompt · hard negative
“You generally cannot afford enterprise-grade tools like Tealium, Segment (at scale), or BlueConic.” GLM 4.7 FlashX · budget prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“often rated best value for small teams... Segment free tier or RudderStack free open-source tier are the usual starting points” Muse Glimmer 30B · budget prompt · first choice
“the strongest default choice is usually RudderStack, especially its Free plan or open-source option” GPT-5.4 mini · budget prompt · first choice
“The Best Overall Free Option: RudderStack ... is the market leader for open-source data infrastructure.” GLM 4.7 FlashX · 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.