Review and reputation management · November 2026 Edition
Reviewflowz vs Reputation
Five of fourteen models named Reviewflowz first on the direct prompt; one named Reputation. Reviewflowz was named by eleven of the fourteen models and Reputation by thirteen and Reviewflowz carries 15 labels and Reputation 33, so the shares are not directly comparable.
Named in one category this edition.
By Reputation.com, Redwood City, United States, founded 2006. Named in four categories this edition.
First-choice share13%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%24%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 12; printed, not drawn.
Labels1533A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Reviewflowz reading right to left. Rank and label count are printed, not drawn.Birdeye was named alongside these two in ten of the fourteen direct answers. Birdeye vs Reviewflowz · Birdeye vs Reputation · Reviewflowz vs Brand24
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
ReviewflowzFirst choices, of fourteen modelsReputation
Direct511 against Reputation
Paraphrase111 against Reputation
Comparative011 against Reputation
Budget-constrained102 against Reputation
Scale-constrained00
Negative003 against Reputation
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Reviewflowz and Reputation stood in it.
| 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 | | | |
Reviewflowz Reputation first choice named as an alternative argued againstblank: not namedEach cell is one answer, Reviewflowz on the left and Reputation on the right.The direct prompt
The plain question, one answer per model, grouped by where Reviewflowz and Reputation stood in it.
Reviewflowz first, Reputation not the choice
5 of 14 modelsReputation was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Reviewflowz alternatives: TrustRadius
Perplexity SonarReviewflowz alternatives: Birdeye
Mistral SmallReviewflowz, Trustpilot alternatives: Birdeye
Llama 4 MaverickReviewflowz alternatives: Podium, Trustpilot
GPT-6 LunaReviewflowz alternatives: G2 Marketing Solutions
Reputation first, Reviewflowz not the choice
1 of 14 modelsReviewflowz was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXReputation alternatives: Birdeye, Feefo, ReputationStacker
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniBirdeye alternatives: G2 Buyer Intent, Reputation, ReviewTrackers
Gemini 3.5 FlashG2 Buyer Intent alternatives: Base, Clutch, Influitive, ReviewTrackers, Reviewflowz, Trustpilot, UserEvidence
Grok 4.20Trustpilot alternatives: Birdeye, Reviewflowz
DeepSeek V4 FlashG2 Marketing Solutions alternatives: Birdeye, Gartner Peer Insights, Reviewflowz, TrustRadius
Kimi K2Birdeye alternatives: G2 Marketing Solutions, Reviewflowz
MiniMax M2.5G2 Buyer Intent, Trustpilot alternatives: Birdeye, Reputation, Reviewflowz
Muse Glimmer 30BTrustpilot alternatives: Birdeye, Podium, Reputation, Reviewflowz
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Qwen 3.7 FlashTrustpilot alternatives: Birdeye, Influitive, ReviewInc, UserEvidence
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Reviewflowz leads by nine points.
Reviewflowz9%#– of 15Reputation0%#15 of 15Mid-marketThe figures above
Reviewflowz leads by nine points.
Reviewflowz13%#2 of 12Reputation4%#6 of 12Enterprise
The order flips: Reputation leads at enterprise.
Reputation25%#2 of 8Reviewflowz4%#– of 8What the models said about Reviewflowz
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
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 complaints about false promises, skewed algorithms ... Trustpilot scores around 3.3/5 with many calling it a "scam"” Grok 4.20 · negative prompt · hard negative
“Enterprise-focused tools like Yotpo, Reputation.com, or Grade.us can exceed $100\u2013500+/month quickly.” Grok 4.20 · budget prompt · hard negative
“dominate advertising, they typically cost $250 to $500+ per month with locked-in annual contracts” Gemini 3.5 Flash · budget prompt · soft negative
“If your priority is B2B-specific monitoring, social listening and turning feedback into operational insight, Reputation.com is the most explicitly B2B-tuned option.” Muse Glimmer 30B · paraphrase prompt · first choice
“Choose Birdeye or Reputation.com if you're an enterprise managing hundreds of locations” Kimi K2 · comparative prompt · first choice
“Reputation.com is the safest, most robust choice for mid-market B2B” GLM 4.7 FlashX · direct prompt · first choice
Also compared
Birdeye vs ReviewflowzBirdeye vs ReputationReviewflowz vs Brand24Reviewflowz vs TrustpilotReviewflowz vs REVIEWS.ioReviewflowz vs ReviewTrackersReviewflowz vs BrightLocalBrand24 vs ReputationTrustpilot vs ReputationREVIEWS.io vs ReputationReputation vs ReviewTrackersReputation vs BrightLocalAll twenty-eight head-to-head pages and the full reviews standing
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.