| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Review and reputation management | Marketing | 4% | 6 of 103 | 27% | 37 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 2 | 3 |
| GPT-5.4 mini | 1 | 1 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.1 Fast | 1 | 1 | 2 | 1 | 5 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 2 | 0 | 3 | 6 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 2 | 4 |
| Kimi K2 | 0 | 1 | 1 | 1 | 3 |
| GLM 4.7 FlashX | 1 | 1 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“2. Reputation.com - Best for Enterprise Multi-Location ... Deep analytics and enterprise capabilities” GLM 4.7 FlashX · Reviews · comparative prompt · first choice
“I'd recommend Birdeye or Reputation.com as top reputation management tools.” Grok 4.1 Fast · Reviews · paraphrase prompt · first choice
“Need everything in one place? → Birdeye or Reputation.com.” GPT-5.4 mini · Reviews · comparative prompt · first choice
“focus on Birdeye, Reputation.com, ReviewTrackers, and possibly Podium” DeepSeek V4 Flash · Reviews · scale 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.
“Frequent Trustpilot accusations of scams, undelivered services ... Users report it as "flawed" for reputation tracking.” Grok 4.1 Fast · Reviews · negative prompt · hard negative
“Avoid Birdeye and Reputation.com unless you have many physical locations” DeepSeek V4 Flash · Reviews · paraphrase prompt · hard negative
“Avoid if budget is tight: Podium, Birdeye, Weave, and Reputation.com” DeepSeek V4 Flash · Reviews · budget prompt · hard negative
“Serious concerns about delivery and customer service.” DeepSeek V4 Flash · Reviews · negative prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 24 of the 108 answers that named Reputation and are not a share of its labels.
Ninety-three of the ninety-three domain citations in answers naming Reputation came from somebody else's page.
Pages are listed as the models cited them.
From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · Crunchbase
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 Reputation'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 Reputation, 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 reputation.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.