Zero of twelve models named Buffer first on the direct prompt; two named Oktopost. Buffer was named by twelve of the twelve models and Oktopost by ten and Buffer carries 44 labels and Oktopost 19, so the shares are not directly comparable.
Named in five 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 twelve 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 social media management 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 |
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 seven in this category shown.
“Buffer is too basic for team monitoring.” Grok 4.1 Fast · paraphrase prompt · hard negative
“Falls short on team collaboration, social listening, and deep analytics, and you'll hit Buffer's limits fast if running complex campaigns across multiple brands” Claude Haiku 4.5 · negative prompt · soft negative
“Simpler, lighter option. May lack the advanced governance/features needed for a 500-person org” Qwen 3.7 Flash · scale prompt · soft negative
“Buffer (Free Plan): ... Best for: Solopreneurs and micro-businesses who only use 2 or 3 networks ... need a highly reliable, incredibly easy-to-use scheduler.” Gemini 3.5 Flash · budget prompt · first choice
“Best Overall Free Plan ... For most small businesses starting out, Buffer's free plan or Metricool offer the best balance of cost and functionality” Mistral Small · budget prompt · first choice
“the safest all-around pick is Buffer: it has one of the cheapest entry points, a free plan for up to 3 channels” Perplexity Sonar · budget 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.
“Avoid for Mid-Sized: Oktopost ... better for enterprises” Grok 4.1 Fast · paraphrase prompt · hard negative
“If your primary marketing goal is demand generation and tying social media efforts directly to leads, pipeline, and sales, Oktopost is the clear winner.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Oktopost is the premier choice. Unlike generic tools, it was built from the ground up strictly for B2B enterprise and mid-market teams.” Gemini 3.5 Flash · direct prompt · first choice
“I'd recommend starting with Oktopost if your primary goal is lead generation and tracking ROI through the sales funnel” Mistral Small · paraphrase 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.