Five of fourteen models named Intercom first on the direct prompt; two named Knock. Intercom was named by thirteen of the fourteen models and Knock by eight and Intercom carries 47 labels and Knock 11, so the shares are not directly comparable.
United States, founded 2011. Named in twelve categories this edition.
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 in-app messaging and customer communications page.
| 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. Three of three in this category shown.
“What I'd Avoid for Mid-Market B2B: - Intercom: Pricing tied to MAUs/contacts scales unpredictably” Kimi K2 · paraphrase prompt · hard negative
“Intercom is notorious for pricing startups out with seat-based and volume-based AI pricing” Gemini 3.5 Flash · budget prompt · hard negative
“Intercom (The Gold Standard for In-App Chat) ... It remains the absolute best conversational tool for B2B SaaS, despite its premium price tag.” Gemini 3.5 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Knock is often recommended as the top choice due to its comprehensive features and scalability” Mistral Small · direct prompt · first choice
“Knock - offers enterprise-grade scalability with developer-friendly implementation.” Llama 4 Maverick · direct prompt · first choice
“Developer-led, notification infrastructure | From $250/month | Requires more technical setup” Kimi K2 · scale prompt · alternative
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.