Zero of twelve models named HelpHero first on the direct prompt; two named Pendo. HelpHero was named by seven of the twelve models and Pendo by twelve and HelpHero carries 10 labels and Pendo 53, so the shares are not directly comparable.
Named in one category 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 digital adoption and onboarding page.
| 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. Three of four in this category shown.
“HelpHero and UserGuiding are the strongest practical picks, with HelpHero appearing to be the cheapest option” Perplexity Sonar · budget prompt · first choice
“1. HelpHero - Best Overall Budget Option ... If budget is the primary concern: Go with HelpHero ($55/month)” GLM 4.7 FlashX · budget prompt · first choice
“For most small businesses, HelpHero offers the best balance of affordability and features” Mistral Small · 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.
“you will want to avoid heavy enterprise Digital Adoption Platforms (DAPs) like WalkMe, Whatfix, and Pendo” Gemini 3.5 Flash · budget prompt · hard negative
“The big enterprise platforms (WalkMe, Whatfix, Pendo, Apty) are not realistic for limited budgets” DeepSeek V4 Flash · budget prompt · hard negative
“My top pick for most limited budgets: Start with Pendo's free tier (if under 500 users) or Usetiful free/Plus” Kimi K2 · budget prompt · first choice
“I'd generally recommend Pendo if you want the strongest all-around platform” GPT-5.4 mini · 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.