One of twelve models named Appcues first on the direct prompt; zero named Pendo. Appcues was named by twelve of the twelve models and Pendo by eight and Appcues carries 35 labels and Pendo 18, so the shares are not directly comparable.
Named in three 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 twelve 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 September 2026 Edition, Appcues and Pendo were named in the same answer 119 times, of the 189 answers naming Appcues and the 399 naming Pendo. In those answers Pendo took the first choice nine times and Appcues eleven.
| 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 |
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. Four of four in this category shown.
“Pendo and Appcues dominated this space, but they have grown increasingly expensive and complex” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Its native analytics are relatively shallow... Its pricing can also scale up quickly” Gemini 3.5 Flash · direct prompt · soft negative
“Best overall for mid-market B2B product teams: Appcues if your main goal is onboarding, adoption, and lifecycle messaging” GPT-5.4 mini · direct prompt · first choice
“The industry standard for mid-market SaaS; focuses on speed of deployment... Use Category 1 (Appcues/Userpilot)” Qwen 3.7 Flash · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Enterprise-focused at $15,000\u2013$140,000+/year. Overkill and cost-prohibitive for most mid-sized companies.” DeepSeek V4 Flash · paraphrase 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.