Two of fourteen models named SOCi first on the direct prompt; one named Birdeye. SOCi was named by twelve of the fourteen models and Birdeye by fourteen and SOCi carries 22 labels and Birdeye 39, so the shares are not directly comparable.
Named in four categories this edition.
Named in nine 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 local listings management page.
Across every category in the November 2026 Edition, SOCi and Birdeye were named in the same answer 102 times, of the 134 answers naming SOCi and the 380 naming Birdeye. In those answers Birdeye took the first choice twenty-one times and SOCi eleven.
| 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. Three of three in this category shown.
“Generally enterprise-oriented with custom pricing and complex workflows. Consider them cautiously” Perplexity Sonar · negative prompt · soft negative
“SOCi (often stylized as SOCi) stands out as the best local listings management platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
“I'd recommend starting with SOCi or SEMrush” MiniMax M2.5 · direct 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.
“113+ BBB complaints in the last three years... High cost per location (from $299/month).” Grok 4.20 · negative prompt · hard negative
“avoid Birdeye, Yext, Surefire Local, 411 Locals, and Thryv” DeepSeek V4 Flash · negative prompt · hard negative
“Avoid Yext, Uberall, and Birdeye at this stage” DeepSeek V4 Flash · paraphrase prompt · hard negative
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.