Seven of twelve models named Segment first on the direct prompt; one named BlueConic. Segment was named by twelve of the twelve models and BlueConic by eleven and Segment carries 57 labels and BlueConic 27, so the shares are not directly comparable.
By Twilio, San Francisco, United States, founded 2008. Named in nine categories this edition.
Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 September 2026 Edition, Segment and BlueConic were named in the same answer seventy-two times, of the 532 answers naming Segment and the 78 naming BlueConic. In those answers BlueConic took the first choice one time and Segment twenty-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 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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.
“Start with Segment if you have developer resources and want fastest time-to-value with broad integration coverage” Kimi K2 · direct prompt · first choice
“the best customer data platform (CDP) is typically Twilio Segment (now part of Twilio), especially its Free tier” Grok 4.1 Fast · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Avoid enterprise-grade CDPs like ... BlueConic” DeepSeek V4 Flash · budget prompt · hard negative
“Risk: Stagnation & Support Issues ... criticize slow, reactive support and a sense that the feature set has stagnated” Kimi K2 · negative prompt · soft negative
“Be cautious of Legacy "Packaged" CDPs (e.g., Twilio Segment, Tealium, BlueConic, mParticle)” Gemini 3.5 Flash · negative prompt · soft negative
“Marketing-led & non-technical | BlueConic or ActionIQ ... Best for Non-Technical Marketers | BlueConic” Qwen 3.7 Flash · direct prompt · first choice
“the recommended CDPs are Segment and BlueConic” Llama 4 Maverick · paraphrase prompt · first choice
“BlueConic | Marketer-friendly, fast implementation, no-code | Smaller ecosystem; less developer flexibility” Kimi K2 · scale 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.