Three of fourteen models named Pendo first on the direct prompt; zero named Tango. Pendo was named by thirteen of the fourteen models and Tango by six and Pendo carries 60 labels and Tango 10, so the shares are not directly comparable.
Named in eleven categories 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 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.
| 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 | ||||||
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Tango (Best for Automated Walkthroughs & Documentation) ... Download the free browser extension for Tango or Guidde.” Gemini 3.5 Flash · budget prompt · first choice
“UserGuiding and Tango are often considered the best options” Qwen 3.7 Flash · budget prompt · first choice
“Choose Tango if you need to train people quickly and don't have a large IT budget.” Qwen 3.7 Flash · comparative 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.