Four of fourteen models named Userpilot first on the direct prompt; one named Pendo. Userpilot was named by fourteen of the fourteen models and Pendo by eleven and Userpilot carries 28 labels and Pendo 23, so the shares are not directly comparable.
Named in eight categories this edition.
Named in eleven 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.
Across every category in the November 2026 Edition, Userpilot and Pendo were named in the same answer 178 times, of the 265 answers naming Userpilot and the 475 naming Pendo. In those answers Pendo took the first choice seventeen times and Userpilot thirty-two.
| 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. One of one in this category shown.
“Userpilot (for product-led growth) or Intercom (for combined support + messaging) are the strongest picks” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Start with OneSignal for your push notifications and Pendo for in-app guidance.” Qwen 3.7 Flash · budget prompt · first choice
“Pendo or Userpilot for customer-facing in-app messaging (depending on budget)” GLM 4.7 FlashX · 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.