Zero of twelve models named HelpHero first on the direct prompt; zero named Userlane. HelpHero was named by seven of the twelve models and Userlane by nine and HelpHero carries 10 labels and Userlane 16, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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. Five of six in this category shown.
“Platforms Requiring Significant Caution ... Userlane ... guides breaking after software updates” Mistral Small · negative prompt · soft negative
“WalkMe, Whatfix, Userlane, and Spekit are quote-only with no published pricing” Kimi K2 · budget prompt · soft negative
“Whatfix, Userlane, or Apty frequently offer the best balance of enterprise-grade capabilities, faster deployment, and more manageable TCO at your scale.” DeepSeek V4 Flash · scale prompt · first choice
“*Top Mid-Market Contenders:* Whatfix, Spekit, Userlane, or Tango” Gemini 3.5 Flash · scale prompt · alternative
“Simpler deployment, good visibility across software portfolio” Kimi K2 · negative prompt · alternative
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.