Four 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 ten and Birdeye carries 49 labels and BrightLocal 14, so the shares are not directly comparable.
Named in eight 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 review and reputation management page.
Across every category in the October 2026 Edition, Birdeye and BrightLocal were named in the same answer 110 times, of the 316 answers naming Birdeye and the 217 naming BrightLocal. In those answers BrightLocal took the first choice thirty-six times and Birdeye ten.
| 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. Five of six in this category shown.
“Platforms to AVOID if You Have a Limited Budget ... Birdeye and Podium” Gemini 3.5 Flash · budget prompt · hard negative
“Stay away from Podium and Birdeye if budget is a concern” DeepSeek V4 Flash · budget prompt · hard negative
“AI-powered "agentic" platform – AI agents execute complex workflows across reviews, listings, messaging, surveys, and competitor analysis at scale” Kimi K2 · comparative prompt · first choice
“Differentiator: Most comprehensive unified CX suite with deep AI automation capabilities; scales from 5 to 500+ locations” DeepSeek V4 Flash · comparative prompt · first choice
“Best for enterprise/multi-location businesses... highest-rated for scale; Birdeye leads with AI agents/workflows” Grok 4.1 Fast · 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.