Zero of fourteen models named Appcues first on the direct prompt; zero named Tango. Appcues was named by fourteen of the fourteen models and Tango by seven and Appcues carries 47 labels and Tango 10, so the shares are not directly comparable.
Named in eight categories 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 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 4.20 | ||||||
| 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. Four of four in this category shown.
“Appcues if your user count may grow quickly or budget is tight | G2 reviews include concerns about costs scaling with monthly active users.” GPT-6 Luna · negative prompt · soft negative
“Appcues, Chameleon | Best suited for customer-facing web applications rather than internal enterprise software adoption.” Gemini 3.5 Flash · scale prompt · soft negative
“criticized in Reddit/UX discussions for overemphasizing metrics/tracking ... pricing may not suit very small teams” Grok 4.20 · negative prompt · soft negative
“Appcues is the strongest choice for most mid-market companies.” Claude Haiku 4.5 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Lighter-weight tools such as Tango, UserGuiding, or Product Fruits for complex, highly customized workflows | ... flag limits around features, customization, or reporting” GPT-6 Luna · negative prompt · soft negative
“Top Recommendation: Tango ... Start with Tango's free plan—it's the clear winner for limited budgets.” Grok 4.20 · budget prompt · first choice
“Choose Tango if your main need is documenting internal processes at the lowest possible cost.” Perplexity Sonar · budget prompt · alternative
“Tango if your main need is very fast, low-cost walkthrough/documentation creation” GPT-5.4 mini · budget 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.