Segment vs Census
Eight of fourteen models named Segment first on the direct prompt; zero named Census. Segment was named by fourteen of the fourteen models and Census by four and Segment carries 64 labels and Census 11, so the shares are not directly comparable.
By Twilio, San Francisco, United States, founded 2008. Named in ten categories this edition.
By Fivetran, United States. Named in five 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.
By framing
SegmentFirst choices, of fourteen modelsCensus
Across every category in the October 2026 Edition, Segment and Census were named in the same answer seventy-six times, of the 475 answers naming Segment and the 250 naming Census. In those answers Census took the first choice thirteen times and Segment six.
Every model, every framing
| 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 | | | | |
Segment Census first choice named as an alternative argued againstblank: not namedEach cell is one answer, Segment on the left and Census on the right.The direct prompt
Segment first, Census not the choice
8 of 14 modelsCensus was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 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
Segment35%#1 of 13Census0%#– of 13Segment49%#1 of 12Census2%#5 of 12What the models said about Segment
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“If you want a pure CDP with the widest integration ecosystem and the lowest viable entry price, Segment’s free 1,000 MTU tier and $120/mo Team plan is the benchmark” Muse Glimmer 30B · budget prompt · first choice
“### 1. Segment (Twilio Segment) - Strengths: Strong integrations, flexible pricing, excellent for companies with multiple data sources” MiniMax M2.5 · paraphrase prompt · first choice
What the models said about Census
No label in this category carried a quote.
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.