Eight of fourteen models named BrightLocal first on the direct prompt; two named Semrush Local. Both were named by all fourteen models and BrightLocal carries 67 labels and Semrush Local 47, so the shares are not directly comparable.
Named in four categories this edition.
By Semrush, Boston, United States, founded 2008. 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 November 2026 Edition, BrightLocal and Semrush Local were named in the same answer 110 times, of the 222 answers naming BrightLocal and the 122 naming Semrush Local. In those answers Semrush Local took the first choice zero times and BrightLocal forty-eight.
| 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. 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.
“more cost-effective, but usually better for smaller footprints or simpler needs than a typical mid-market B2B rollout” GPT-5.4 mini · direct prompt · soft negative
“generally more expensive or more enterprise-oriented, so usually not ideal for a limited budget” GPT-5.4 mini · budget prompt · soft negative
“the per-location cost can be difficult to justify if listings are your only requirement” Perplexity Sonar · negative prompt · soft negative
“BrightLocal and Semrush tend to offer the best balance of features, control, and affordability for mid-market companies.” Claude Haiku 4.5 · direct prompt · first choice
“I'd recommend starting with SOCi or SEMrush” MiniMax M2.5 · direct prompt · first choice
“Combines listings with broader SEO tools (rank tracking, audits). Great if your team already uses Semrush.” 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.