Five of fourteen models named Reviewflowz first on the direct prompt; zero named REVIEWS.io. Reviewflowz was named by eleven of the fourteen models and REVIEWS.io by eleven and Reviewflowz carries 15 labels and REVIEWS.io 14, so the shares are not directly comparable.
Named in one category this edition.
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 review and reputation management page.
Across every category in the November 2026 Edition, Reviewflowz and REVIEWS.io were named in the same answer seven times, of the 29 answers naming Reviewflowz and the 36 naming REVIEWS.io. In those answers REVIEWS.io took the first choice one time and Reviewflowz two.
| 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. Three of four in this category shown.
“A. Reviewflowz *(Best for SaaS, SMBs, and Digital Businesses)* ... designed specifically to eliminate high monthly software costs” Gemini 3.5 Flash · budget prompt · first choice
“ReviewFlowz is built for SaaS companies and modern startups ... it targets SMBs and mid-market companies across all industries” Claude Haiku 4.5 · direct prompt · first choice
“Reviewflowz and Trustpilot are the top choices due to their specialization in B2B review aggregation” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“They aren't direct substitutes for a local business review inbox.” GPT-6 Luna · comparative prompt · soft negative
“Reviews.io stands out as the best online review management platform for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“REVIEWS.io is the strongest overall choice if you sell online: plans start at about $29/month” Perplexity Sonar · budget prompt · first choice
“If you run an online shop: Go with REVIEWS.io.” Gemini 3.5 Flash · budget 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.