Zero of twelve models named ReviewGrower first on the direct prompt; zero named NiceJob. ReviewGrower was named by eight of the twelve models and NiceJob by eleven and ReviewGrower carries 13 labels and NiceJob 21, so the shares are not directly comparable.
Named in one category 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 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, ReviewGrower and NiceJob were named in the same answer twenty times, of the 35 answers naming ReviewGrower and the 73 naming NiceJob. In those answers NiceJob took the first choice seven times and ReviewGrower 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.
“good value, transparent pricing ($9.95/location/month), free plan, white-label included” DeepSeek V4 Flash · negative prompt · first choice
“ReviewGrower stands out as the best online review management platform” Grok 4.1 Fast · budget prompt · first choice
“ReviewGrower – Best Overall Value” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“or NiceJob if you want a simple, proven budget-friendly platform for review collection” Perplexity Sonar · budget prompt · first choice
“$75/month, no contract, no onboarding fees, month-to-month” Kimi K2 · negative prompt · first choice
“Choose based on size (small: NiceJob; enterprise: Birdeye)” Grok 4.1 Fast · 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.