Two of fourteen models named SOCi first on the direct prompt; zero named Whitespark. SOCi was named by twelve of the fourteen models and Whitespark by eight and SOCi carries 22 labels and Whitespark 18, 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 local listings 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. 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 four in this category shown.
“For the absolute lowest cost, Whitespark and BrightLocal are your best bets.” Mistral Small · budget prompt · first choice
“many reviewers cite switching to Whitespark or BrightLocal "for more affordable pricing and simpler contracts."” Muse Glimmer 30B · negative prompt · alternative
“Highly regarded for accuracy and Google integration. Often tops "most complete listings" lists; good value.” Grok 4.20 · scale prompt · alternative
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.