Seven of fourteen models named BrightLocal first on the direct prompt; one named Birdeye. BrightLocal was named by thirteen of the fourteen models and Birdeye by fourteen and BrightLocal carries 58 labels and Birdeye 34, so the shares are not directly comparable.
Named in three 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.
Across every category in the October 2026 Edition, BrightLocal and Birdeye were named in the same answer 110 times, of the 217 answers naming BrightLocal and the 316 naming Birdeye. In those answers Birdeye took the first choice ten times and BrightLocal thirty-six.
| 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 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
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.