Zero of fourteen models named Taplio first on the direct prompt; two named GaggleAMP. Taplio was named by seven of the fourteen models and GaggleAMP by thirteen and Taplio carries 13 labels and GaggleAMP 28, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 employee advocacy platforms page.
Across every category in the October 2026 Edition, Taplio and GaggleAMP were named in the same answer eighteen times, of the 48 answers naming Taplio and the 104 naming GaggleAMP. In those answers GaggleAMP took the first choice two times and Taplio four.
| 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. Four of five in this category shown.
“LinkedIn-only tools (e.g., Taplio) if you need broader networks.” Grok 4.1 Fast · negative prompt · soft negative
“The best employee advocacy platform for a company with a limited budget is Taplio” Llama 4 Maverick · budget prompt · first choice
“I'd recommend Taplio as the top choice for a mid-sized B2B company” MiniMax M2.5 · paraphrase prompt · first choice
“Taplio at $32/month (billed annually) is the strongest option” DeepSeek V4 Flash · 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.
“Known limitations: - Primarily built around gamification/leaderboards” Kimi K2 · negative prompt · soft negative
“Custom quotes from Sprinklr, GaggleAMP, or Sociuu can balloon for SMBs.” Grok 4.1 Fast · negative prompt · soft negative
“GaggleAMP is best for maximizing participation and specific engagement actions like comments, follows, and reviews” Claude Haiku 4.5 · comparative prompt · first choice
“Choose GaggleAMP if you want a coordinator-driven, structured sharing program with strong mid-market adoption” Muse Glimmer 30B · direct prompt · first choice
“My default pick would be GaggleAMP for a typical mid-market B2B company” GPT-6 Luna · 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.