Zero of fourteen models named Tidio first on the direct prompt; zero named Drift. Both were named by all fourteen models and Tidio carries 40 labels and Drift 59, so the shares are not directly comparable.
founded 2013. Named in seven categories this edition.
By Salesloft, Atlanta, United States, founded 2011. Named in ten 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 conversational marketing platforms page.
Across every category in the November 2026 Edition, Tidio and Drift were named in the same answer ninety-three times, of the 253 answers naming Tidio and the 251 naming Drift. In those answers Drift took the first choice eleven times and Tidio twenty-three.
| 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. Six of six in this category shown.
“Reasonable for small businesses and basic chat, but be cautious if you expect complex B2B qualification” Perplexity Sonar · negative prompt · soft negative
“Very budget-friendly, but more SMB/e-commerce focused. May lack B2B lead routing depth.” Kimi K2 · direct prompt · soft negative
“Budget-friendly alternatives ... though with fewer advanced B2B pipeline features.” GLM 4.7 FlashX · paraphrase prompt · soft negative
“Best Overall for Small Businesses: Tidio - Has the most comprehensive free plan and affordable paid option at $24/month” GLM 4.7 FlashX · budget prompt · first choice
“For most small businesses with limited budgets, Tidio offers the best balance of features and affordability.” Kimi K2 · budget prompt · first choice
“Tidio stands out as the best conversational marketing platform for companies with a limited budget.” Grok 4.20 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Drift is being sunset/wound down following its acquisition by Salesloft... This makes Drift a risky choice for new investments” Mistral Small · negative prompt · hard negative
“What to Avoid or Reconsider | Drift | Now owned by Salesloft and reportedly winding down as a standalone product.” Kimi K2 · direct prompt · hard negative
“I'd avoid starting a new deployment on Drift... Drift is the clearest "avoid for new deployments" example right now” GPT-6 Luna · negative prompt · hard negative
“Drift: The market leader for B2B pipeline acceleration. Strongest for large enterprises but very popular in mid-market due to robust reporting and AI capabilities.” Qwen 3.7 Flash · scale prompt · first choice
“Strong for B2B lead gen, AI qualification, and meeting booking. Excellent HubSpot/Salesforce integration. Great for mid-market.” Grok 4.20 · scale prompt · first choice
“Drift (The Market Leader for B2B)... Choose Drift (or Salesloft Chat Agents) if you are a B2B company trying to book meetings” GLM 4.7 FlashX · comparative 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.