Seven of fourteen models named Qualified first on the direct prompt; zero named Tidio. Both were named by all fourteen models and Qualified carries 47 labels and Tidio 40, so the shares are not directly comparable.
Named in four categories this edition.
founded 2013. 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 conversational marketing platforms page.
Across every category in the November 2026 Edition, Qualified and Tidio were named in the same answer forty-four times, of the 136 answers naming Qualified and the 253 naming Tidio. In those answers Tidio took the first choice five times and Qualified fourteen.
| 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. Four of five in this category shown.
“Extremely powerful for ABM and Salesforce-native teams, but likely overkill for mid-sized companies” Kimi K2 · paraphrase prompt · soft negative
“If you are heavily invested in Salesforce and have a dedicated sales motion, Qualified is the stronger pipeline driver.” Qwen 3.7 Flash · direct prompt · first choice
“My default pick: Qualified—if you're a mid-sized B2B company with Salesforce and meaningful inbound or ABM traffic.” GPT-6 Luna · paraphrase prompt · first choice
“Qualified is the current market reference for pipeline chat and is the closest enterprise feature match to Drift.” Muse Glimmer 30B · direct 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.
“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
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.