Two of fourteen models named Birdeye first on the direct prompt; zero named BrightLocal. Birdeye was named by fourteen of the fourteen models and BrightLocal by eleven and Birdeye carries 51 labels and BrightLocal 15, so the shares are not directly comparable.
Named in nine categories this edition.
Named in four 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 review and reputation management page.
Across every category in the November 2026 Edition, Birdeye and BrightLocal were named in the same answer 113 times, of the 380 answers naming Birdeye and the 222 naming BrightLocal. In those answers BrightLocal took the first choice forty-two times and Birdeye 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 4.20 | ||||||
| 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. Four of five in this category shown.
“Other Options to Avoid on a Tight Budget - Birdeye and Podium: ... pricing is custom/quote-based and typically higher” Grok 4.20 · budget prompt · hard negative
“Birdeye: Strong all-in-one for review generation, management, and analytics. Excellent for multi-location; AI features and high user ratings (~4.7/5 on Capterra). Good for scaling teams.” Grok 4.20 · scale prompt · first choice
“Birdeye is described as an AI review and reputation platform with listings and messaging... positioned as best for multi-location enterprise with a unified CX suite” Muse Glimmer 30B · comparative prompt · first choice
“Choose Birdeye if: You manage 10+ locations and need an all-in-one solution with listings, messaging, and AI features.” GLM 4.7 FlashX · comparative 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.