Intercom vs Userpilot
Five of fourteen models named Intercom first on the direct prompt; five named Userpilot. Intercom was named by thirteen of the fourteen models and Userpilot by thirteen and Intercom carries 47 labels and Userpilot 27, 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.
By framing
IntercomFirst choices, of fourteen modelsUserpilot
Every model, every framing
| 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 | | |
Intercom Userpilot first choice named as an alternative argued againstblank: not namedEach cell is one answer, Intercom on the left and Userpilot on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Intercom first, Userpilot an alternative
4 of 14 modelsUserpilot was named in the answer but not as the choice, or not at all.Userpilot first, Intercom an alternative
4 of 14 modelsIntercom was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Intercom22%#1 of 13Userpilot2%#9 of 13What the models said about Intercom
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
What the models said about Userpilot
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Good tool but pricey for small budgets” DeepSeek V4 Flash · budget prompt · hard negative
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.