Two of twelve models named Reviewflowz first on the direct prompt; zero named Reputation. Reviewflowz was named by eight of the twelve models and Reputation by twelve and Reviewflowz carries 17 labels and Reputation 37, so the shares are not directly comparable.
Named in one category this edition.
By Reputation.com, Redwood City, United States, founded 2006. Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 September 2026 Edition, Reviewflowz and Reputation were named in the same answer nineteen times, of the 42 answers naming Reviewflowz and the 108 naming Reputation. In those answers Reputation took the first choice three times and Reviewflowz four.
| 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 |
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. Three of four in this category shown.
“Choose Reviewflowz. It's purpose-built for the review sites that actually drive your B2B purchasing decisions” DeepSeek V4 Flash · direct prompt · first choice
“or ReviewFlowz at $29/month if you need more advanced multi-platform management” Kimi K2 · budget prompt · first choice
“Best Overall for B2B SaaS & Tech: Reviewflowz” Gemini 3.5 Flash · direct 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.
“Frequent Trustpilot accusations of scams, undelivered services ... Users report it as "flawed" for reputation tracking.” Grok 4.1 Fast · negative prompt · hard negative
“Avoid Birdeye and Reputation.com unless you have many physical locations” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Avoid if budget is tight: Podium, Birdeye, Weave, and Reputation.com” DeepSeek V4 Flash · budget prompt · hard negative
“2. Reputation.com - Best for Enterprise Multi-Location ... Deep analytics and enterprise capabilities” GLM 4.7 FlashX · comparative prompt · first choice
“I'd recommend Birdeye or Reputation.com as top reputation management tools.” Grok 4.1 Fast · paraphrase prompt · first choice
“Need everything in one place? → Birdeye or Reputation.com.” GPT-5.4 mini · comparative 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.