ReviewTrackers vs Reputation
Two of twelve models named ReviewTrackers first on the direct prompt; zero named Reputation. ReviewTrackers was named by ten of the twelve models and Reputation by twelve and ReviewTrackers carries 23 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.
By framing
ReviewTrackersFirst choices, of twelve modelsReputation
Across every category in the September 2026 Edition, ReviewTrackers and Reputation were named in the same answer forty-two times, of the 57 answers naming ReviewTrackers and the 108 naming Reputation. In those answers Reputation took the first choice nine times and ReviewTrackers three.
Every model, every framing
| 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 | | |
ReviewTrackers Reputation first choice named as an alternative argued againstblank: not namedEach cell is one answer, ReviewTrackers on the left and Reputation on the right.The direct prompt
ReviewTrackers first, Reputation not the choice
2 of 12 modelsReputation was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 12 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
ReviewTrackers4%#4 of 11Reputation0%#10 of 11ReviewTrackers9%#3 of 14Reputation4%#4 of 14Reputation18%#2 of 8ReviewTrackers2%#3 of 8What the models said about ReviewTrackers
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Start with ReviewTrackers for balanced mid-market B2B needs—it's purpose-built for your scale and sites.” Grok 4.1 Fast · direct prompt · first choice
“focus on Birdeye, Reputation.com, ReviewTrackers” DeepSeek V4 Flash · scale prompt · first choice
“my default pick would be ReviewTrackers” GPT-5.4 mini · direct prompt · first choice
What the models said about Reputation
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.