Seven of fourteen models named BrightLocal first on the direct prompt; zero named Moz Local. BrightLocal was named by thirteen of the fourteen models and Moz Local by thirteen and BrightLocal carries 58 labels and Moz Local 48, so the shares are not directly comparable.
Named in three 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.
Across every category in the October 2026 Edition, BrightLocal and Moz Local were named in the same answer 113 times, of the 217 answers naming BrightLocal and the 133 naming Moz Local. In those answers Moz Local took the first choice twenty-one times and BrightLocal thirty-seven.
| 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 | ML | ML | ML | |||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ML | ML | ||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ML | |||||
| 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.
“Platforms like BrightLocal offer free trials and low-cost monitoring tools, though their core automated publishing features usually require a paid plan.” Qwen 3.7 Flash · budget prompt · soft negative
“BrightLocal's citation services can be inexpensive on a per-listing basis, but it is not the cheapest all-in-one software option” Perplexity Sonar · budget prompt · soft negative
“"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
“BrightLocal is the most well-rounded option, combining listings management with rank tracking, review monitoring, and audit tools.” Kimi K2 · comparative prompt · first choice
“For a U.S. small business, I'd pick BrightLocal if you want an ongoing listings-management platform without paying enterprise prices.” GPT-6 Luna · budget prompt · first choice
“The Best Overall: BrightLocal ... the gold standard for mid-sized companies managing 5 to 50+ locations.” Gemini 3.5 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Moz Local does not cover as many secondary directories as competitors... Acceptable for very simple needs, but insufficient for multi-location” Qwen 3.7 Flash · negative prompt · soft negative
“Outdated technology compared to direct-API solutions like Yext; lacks modern engagement features” Qwen 3.7 Flash · comparative prompt · soft negative
“too simplistic for multi-location B2B needs (no deep rank tracking or competitor analysis)” DeepSeek V4 Flash · paraphrase prompt · soft negative
“Moz Local is the strongest default choice because it is consistently described as one of the cheapest credible paid options” Perplexity Sonar · budget prompt · first choice
“The best local listings management platform for a company with a limited budget is Moz Local, which starts at $14/month” Llama 4 Maverick · budget prompt · first choice
“look for monthly, non-contract tools like BrightLocal or Moz Local, which are a fraction of the cost” Gemini 3.5 Flash · negative 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.