Six of fourteen models named Segment first on the direct prompt; two named BlueConic. Segment was named by fourteen of the fourteen models and BlueConic by nine and Segment carries 43 labels and BlueConic 13, so the shares are not directly comparable.
By Twilio, San Francisco, United States, founded 2008. Named in ten categories this edition.
Named in six 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 data management platforms page.
Across every category in the November 2026 Edition, Segment and BlueConic were named in the same answer seventy-eight times, of the 573 answers naming Segment and the 92 naming BlueConic. In those answers BlueConic took the first choice two times and Segment twenty-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 4.20 | ||||||
| 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. Three of three in this category shown.
“For most small companies, starting with Twilio Segment's free plan combined with Google Analytics and Mailchimp will provide sufficient audience management capabilities” GLM 4.7 FlashX · budget prompt · first choice
“For most small businesses with limited budgets, Segment or Google Audience Center offer the best balance of functionality and affordability.” Kimi K2 · budget prompt · first choice
“My final verdict: Start with Segment (Twilio) if you want a centralized data layer that integrates easily with your existing martech stack.” Qwen 3.7 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“I'd recommend starting with BlueConic or Segment due to their ease of use, CRM connectors” MiniMax M2.5 · direct prompt · first choice
“BlueConic is widely considered the "sweet spot" for mid-market companies.” Qwen 3.7 Flash · 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.