Zero of fourteen models named Tidio first on the direct prompt; one named Drift. Tidio was named by thirteen of the fourteen models and Drift by fourteen and Tidio carries 31 labels and Drift 55, 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 October 2026 Edition, Tidio and Drift were named in the same answer 101 times, of the 241 answers naming Tidio and the 259 naming Drift. In those answers Drift took the first choice ten times and Tidio forty-one.
| 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 | ||||||
| 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 four in this category shown.
“you should be cautious about relying on Tidio if you plan to scale into complex B2B territory” Qwen 3.7 Flash · negative prompt · soft negative
“If you need one pick for most limited-budget companies needing website conversational marketing today, Tidio is the consensus affordable entry point” Muse Glimmer 30B · budget prompt · first choice
“Best low-cost standalone option: Tidio — usually easier to justify when you just need website chat and basic automation.” GPT-5.4 mini · budget prompt · first choice
“Tidio is the best overall budget-friendly choice because it is repeatedly described as having an affordable entry point” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“the main one to be cautious about is Drift, because multiple recent sources say it is being sunset/wound down after Salesloft's acquisition” Perplexity Sonar · negative prompt · hard negative
“A supply-chain attack in August 2025 exploited OAuth tokens issued to the Salesloft Drift integration with Salesforce and Google Workspace.” Muse Glimmer 30B · negative prompt · hard negative
“Drift, the long-time pioneer of this space, has been officially sunset by Clari + Salesloft... Do not purchase legacy Drift.” Gemini 3.5 Flash · scale prompt · hard negative
“Choose Drift (Salesloft/1Mind) or Qualified if you are a B2B enterprise company with active sales development representative (SDR) teams.” Gemini 3.5 Flash · comparative prompt · first choice
“Drift defined the modern "greet → qualify → book meeting" playbook... making it a go‑to for outbound‑oriented B2B teams.” GLM 4.7 FlashX · comparative prompt · first choice
“The gold standard for B2B pipeline acceleration, but premium pricing is a barrier for mid-market and smaller companies.” Kimi K2 · 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.