One of fourteen models named UserGuiding first on the direct prompt; zero named Appcues. UserGuiding was named by thirteen of the fourteen models and Appcues by fourteen and UserGuiding carries 28 labels and Appcues 47, so the shares are not directly comparable.
Named in five 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 digital adoption and onboarding page.
Across every category in the November 2026 Edition, UserGuiding and Appcues were named in the same answer sixty-five times, of the 116 answers naming UserGuiding and the 231 naming Appcues. In those answers Appcues took the first choice four times and UserGuiding fifteen.
| 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.
“described as "contested" and has seen a slight decline in user preference, with some users reporting limitations in scalability and support” Mistral Small · negative prompt · soft negative
“Lighter-weight tools such as Tango, UserGuiding, or Product Fruits for complex, highly customized workflows” GPT-6 Luna · negative prompt · soft negative
“UserGuiding *(Best Overall Value)* ... widely considered the best low-cost alternative to expensive enterprise DAPs” Gemini 3.5 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Appcues if your user count may grow quickly or budget is tight | G2 reviews include concerns about costs scaling with monthly active users.” GPT-6 Luna · negative prompt · soft negative
“Appcues, Chameleon | Best suited for customer-facing web applications rather than internal enterprise software adoption.” Gemini 3.5 Flash · scale prompt · soft negative
“criticized in Reddit/UX discussions for overemphasizing metrics/tracking ... pricing may not suit very small teams” Grok 4.20 · negative prompt · soft negative
“Appcues is the strongest choice for most mid-market companies.” Claude Haiku 4.5 · paraphrase 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.