Oktopost vs GaggleAMP
Three of fourteen models named Oktopost first on the direct prompt; two named GaggleAMP. Oktopost was named by fourteen of the fourteen models and GaggleAMP by thirteen and Oktopost carries 34 labels and GaggleAMP 28, so the shares are not directly comparable.
Named in four categories 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.
By framing
OktopostFirst choices, of fourteen modelsGaggleAMP
Across every category in the October 2026 Edition, Oktopost and GaggleAMP were named in the same answer forty-two times, of the 159 answers naming Oktopost and the 104 naming GaggleAMP. In those answers GaggleAMP took the first choice three times and Oktopost ten.
Every model, every framing
| 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 | | | |
Oktopost GaggleAMP first choice named as an alternative argued againstblank: not namedEach cell is one answer, Oktopost on the left and GaggleAMP on the right.The direct prompt
Oktopost first, GaggleAMP an alternative
3 of 14 modelsGaggleAMP was named in the answer but not as the choice, or not at all.GaggleAMP first, Oktopost an alternative
2 of 14 modelsOktopost was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
6 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Oktopost5%#6 of 15GaggleAMP3%#10 of 15Oktopost21%#2 of 12GaggleAMP4%#5 of 12Oktopost20%#2 of 10GaggleAMP9%#4 of 10What the models said about Oktopost
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“users frequently cite significant operational issues... this platform may frustrate stakeholders” Qwen 3.7 Flash · negative prompt · hard negative
“G2 review summaries for some platforms mention inaccurate data, limited analytics, and slow fixes, especially for Oktopost and Sprout Social Employee Advocacy.” GPT-5.4 mini · negative prompt · soft negative
“Strong pipeline tracking but typically enterprise pricing and more complex setup.” GLM 4.7 FlashX · paraphrase prompt · soft negative
“If your primary goal is B2B social selling and proving marketing's contribution to revenue, Oktopost is the strongest choice.” Gemini 3.5 Flash · direct prompt · first choice
What the models said about GaggleAMP
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.