Userpilot vs CometChat
Five of fourteen models named Userpilot first on the direct prompt; zero named CometChat. Userpilot was named by thirteen of the fourteen models and CometChat by nine and Userpilot carries 27 labels and CometChat 16, so the shares are not directly comparable.
Named in seven categories this edition.
Named in one category 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
UserpilotFirst choices, of fourteen modelsCometChat
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 4.1 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 | |
Userpilot CometChat first choice named as an alternative argued againstblank: not namedEach cell is one answer, Userpilot on the left and CometChat on the right.The direct prompt
Userpilot first, CometChat not the choice
5 of 14 modelsCometChat was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Userpilot2%#9 of 13CometChat2%#8 of 13Userpilot16%#3 of 15CometChat2%#8 of 15CometChat4%#5 of 16Userpilot2%#9 of 16What 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
What the models said about CometChat
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“CometChat, for instance, has a steep jump from its free tier (limited to 100 users) to a minimum paid tier of around $299/month” Gemini 3.5 Flash · negative prompt · soft negative
“For user-to-user chat integration (MVP): Go with CometChat.” Gemini 3.5 Flash · budget prompt · first choice
“→ Sendbird, Stream, or CometChat” DeepSeek V4 Flash · comparative prompt · first choice
“Their "Builder" plan is free forever for development/testing and includes up to 100 users with full features.” Qwen 3.7 Flash · budget 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.