Zero of fourteen models named Whitespark first on the direct prompt; one named Birdeye. Whitespark was named by nine of the fourteen models and Birdeye by fourteen and Whitespark carries 18 labels and Birdeye 34, so the shares are not directly comparable.
Named in two categories this edition.
Named in eight 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 4.1 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 |
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.
“"BrightLocal and Whitespark are okay, but they toss you into a lot of really low quality, trashy directories."” Muse Glimmer 30B · negative prompt · soft negative
“limited features beyond ranking/reporting, so it may not be enough if you need full listings governance” Perplexity Sonar · negative prompt · soft negative
“Not a full listings management platform — more of a specialized citation tool.” DeepSeek V4 Flash · comparative prompt · soft negative
“The Best "One-Time Fee" Option: Whitespark ... It is the most cost-effective way to get a clean, highly authoritative listing footprint without a recurring software bill.” Gemini 3.5 Flash · budget prompt · first choice
“Whitespark stands out as one of the most affordable local listings management platforms, with entry-level pricing as low as $1/month” Grok 4.1 Fast · budget prompt · first choice
“Select tools like Whitespark or BrightLocal build listings manually and give you full ownership of the accounts” Gemini 3.5 Flash · negative prompt · alternative
No label in this category carried a quote.
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.