Zero of twelve models named HelpHero first on the direct prompt; one named Appcues. HelpHero was named by seven of the twelve models and Appcues by twelve and HelpHero carries 10 labels and Appcues 41, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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.
“Appcues - Analytics not as deep as Pendo - Can become messy if not managed carefully” GLM 4.7 FlashX · negative prompt · soft negative
“lacks native product analytics... pricing scales steeply based on Monthly Active Users” Gemini 3.5 Flash · negative prompt · soft negative
“For most mid-sized B2B companies starting out, Appcues is the safest and most scalable bet” Qwen 3.7 Flash · paraphrase prompt · first choice
“Appcues (fast, code-free, ~$249/mo, only 15% negative) are the consensus picks” DeepSeek V4 Flash · negative 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.