| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Review and reputation management | Marketing | 2% | 9 of 103 | 0% | 21 | accepted challenger |
| Loyalty, advocacy and referrals | Marketing | 0% | 115 of 124 | 100% | 1 | under 10 labels · led by Smile.io at 24% |
| Retail, proximity and IoT marketing | Marketing | 0% | 97 of 131 | 0% | 1 | under 10 labels · led by Radar at 19% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 1 | 1 | 0 | 0 | 2 |
| Grok 4.1 Fast | 2 | 0 | 0 | 0 | 2 |
| Mistral Small | 0 | 1 | 2 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 1 | 1 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 1 | 1 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“or NiceJob if you want a simple, proven budget-friendly platform for review collection” Perplexity Sonar · Reviews · budget prompt · first choice
“$75/month, no contract, no onboarding fees, month-to-month” Kimi K2 · Reviews · negative prompt · first choice
“Choose based on size (small: NiceJob; enterprise: Birdeye)” Grok 4.1 Fast · Reviews · comparative prompt · first choice
“e.g., NiceJob at $75/mo praised for SMBs” Grok 4.1 Fast · Reviews · negative prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“A bit pricey for small businesses (NiceJob) ... Lack of advanced features compared to more established platforms (NiceJob)” Llama 4 Maverick · Loyalty · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 11 of the 73 answers that named NiceJob and are not a share of its labels.
Sixty-three of the sixty-three domain citations in answers naming NiceJob came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when NiceJob's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as NiceJob, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at nicejob.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.