Zero of fourteen models named Buffer first on the direct prompt; seven named Oktopost. Buffer was named by fourteen of the fourteen models and Oktopost by thirteen and Buffer carries 48 labels and Oktopost 21, so the shares are not directly comparable.
Named in nine categories this edition.
Named in four 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 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 4.20 | ||||||
| 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. Six of eight in this category shown.
“Reports of security concerns ... unauthorized charges post-cancellation, and frequent post failures” Grok 4.20 · negative prompt · hard negative
“Buffer's public incident history shows multiple disruptions in 2025–2026, including duplicate scheduled posts” GPT-5.4 mini · negative prompt · soft negative
“Posts occasionally fail to publish despite appearing scheduled... power users often outgrow it quickly” Qwen 3.7 Flash · negative prompt · soft negative
“For most small companies just starting out, Buffer or Metricool provide the best combination of ease-of-use, essential features, and low cost.” Qwen 3.7 Flash · budget prompt · first choice
“Best overall value: Buffer offers a robust free plan and affordable per-channel pricing ($6 per month), making it the top choice for small teams.” Muse Glimmer 30B · budget prompt · first choice
“Buffer is the best all-around choice because it offers a free plan and low-cost paid plans starting at $6 per month per channel” Perplexity Sonar · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Oktopost is the most aligned fit because it builds campaigns around the buyer journey and ties social activity to CRM data.” Muse Glimmer 30B · paraphrase prompt · first choice
“My pick: Oktopost—if your company wants social to support B2B pipeline, LinkedIn reach, and employee advocacy.” GPT-6 Luna · direct prompt · first choice
“Oktopost is the top recommendation. It was built from the ground up specifically for B2B enterprises.” Gemini 3.5 Flash · 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.