Two of fourteen models named UserGuiding first on the direct prompt; three named Pendo. UserGuiding was named by fourteen of the fourteen models and Pendo by thirteen and UserGuiding carries 41 labels and Pendo 60, so the shares are not directly comparable.
Named in seven categories this edition.
Named in eleven 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 October 2026 Edition, UserGuiding and Pendo were named in the same answer eighty-five times, of the 168 answers naming UserGuiding and the 453 naming Pendo. In those answers Pendo took the first choice five times and UserGuiding thirty-two.
| 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. Six of six in this category shown.
“"lighter" DAPs (like UserGuiding or Userpilot) can feel limiting when dealing with complex enterprise applications” Qwen 3.7 Flash · negative prompt · soft negative
“Dislikes lead with customization limits, pricing and setup effort, with reporting depth also mentioned” Muse Glimmer 30B · negative prompt · soft negative
“Cheaper entry point, but less depth for mid-market needs” DeepSeek V4 Flash · paraphrase prompt · soft negative
“UserGuiding stands out as the recommended choice, offering a solid feature set at the lowest paid price point while maintaining ease of use.” Claude Haiku 4.5 · budget prompt · first choice
“UserGuiding and Tango are often considered the best options due to their transparent pricing models” Qwen 3.7 Flash · budget prompt · first choice
“UserGuiding is frequently cited as the top choice for smaller companies due to its affordability” MiniMax M2.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“Skip Pendo unless your product team desperately needs a deep "system of record" for product analytics” Gemini 3.5 Flash · paraphrase prompt · hard negative
“Platforms to Avoid for Mid-Market ... Pendo | Expensive (~$4,083/month median); steep learning curve” Kimi K2 · direct prompt · hard negative
“Avoid Pendo if your primary need is in-app guidance.” DeepSeek V4 Flash · negative prompt · hard negative
“I'd typically suggest starting with Appcues or Pendo depending on whether you prioritize simplicity (Appcues) or analytics-driven guidance (Pendo).” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd suggest starting with Pendo or Whatfix as they offer the best balance of features, pricing, and ease of use” MiniMax M2.5 · direct 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.