Eleven of fourteen models named Intercom first on the direct prompt; one named Appcues. Intercom was named by fourteen of the fourteen models and Appcues by eleven and Intercom carries 44 labels and Appcues 26, so the shares are not directly comparable.
United States, founded 2011. Named in fourteen categories this edition.
Named in eight 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 4.20 | ||||||
| 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. Three of three in this category shown.
“Braze, Intercom, and OneSignal based on proven implementation success within comparable industry verticals, depth of analytics and measurement” Muse Glimmer 30B · comparative prompt · first choice
“Intercom - a popular choice for mid-market B2B companies, offering a range of features including chat, voice/video, and AI moderation.” Llama 4 Maverick · direct prompt · first choice
“For most mid-market B2B companies, Intercom is the safest choice because it unifies messaging, support, and onboarding” Claude Haiku 4.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Pricing starts around $3,600/year + setup fees; requires talking to sales for most plans.” Kimi K2 · direct prompt · soft negative
“Top Pick: Appcues ... Go with Appcues if your primary need is driving product adoption and feature announcements inside your app.” Kimi K2 · paraphrase prompt · first choice
“the best in-app messaging platform is usually Appcues” GPT-5.4 mini · direct 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.