Eight of fourteen models named BrightLocal first on the direct prompt; zero named Moz Local. Both were named by all fourteen models and BrightLocal carries 67 labels and Moz Local 50, so the shares are not directly comparable.
Named in four categories this edition.
Named in three 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, BrightLocal and Moz Local were named in the same answer 123 times, of the 222 answers naming BrightLocal and the 141 naming Moz Local. In those answers Moz Local took the first choice twenty-three times and BrightLocal thirty-four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ML | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ML | ML | ||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ML | |||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ML | |||||
| 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.
“Who should avoid: Larger operators or agencies managing dozens of listings.” Grok 4.20 · negative prompt · hard negative
“BrightLocal is often recommended, but buyers note persistent issues: "eight persistent issues, including performance bottlenecks, a dated user experience, unpredictable costs"” Muse Glimmer 30B · negative prompt · soft negative
“Other platforms like BrightLocal and Moz Local have also received some negative feedback, but they also offer useful features” Llama 4 Maverick · negative prompt · soft negative
“BrightLocal is the top recommendation due to its comprehensive features, strong reputation, and value for multi-location management.” Mistral Small · paraphrase prompt · first choice
“BrightLocal is the best fit for agencies and local brands needing recurring multi-location listing audits with audit-ready reporting.” Muse Glimmer 30B · comparative prompt · first choice
“BrightLocal: Strong for agencies/SMBs scaling up. Excellent listings sync, reporting, and review tools. Affordable entry point” Grok 4.20 · scale 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.
“Why to avoid: - Email overload — Users report excessive, unmanageable notifications” GLM 4.7 FlashX · negative prompt · hard negative
“Who should avoid: Agencies, enterprises, or anyone needing fast syncing/automation.” Grok 4.20 · negative prompt · hard negative
“Other platforms like BrightLocal and Moz Local have also received some negative feedback, but they also offer useful features” Llama 4 Maverick · negative prompt · soft negative
“The best local listings management platform for a company with a limited budget is Moz Local, as it is the most affordable option” Llama 4 Maverick · budget prompt · first choice
“Moz Local is best for affordable automated listing distribution, offering the best entry price with solid core features.” Claude Haiku 4.5 · budget prompt · first choice
“For a single-location company on a tight budget, Moz Local at $16/month is the sweet spot” DeepSeek V4 Flash · budget 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.