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Index › GTM › Marketing › Reviews › Reputation vs ReviewTrackers
Review and reputation management · November 2026 Edition

Reputation vs ReviewTrackers

One of fourteen models named Reputation first on the direct prompt; zero named ReviewTrackers. Reputation was named by thirteen of the fourteen models and ReviewTrackers by ten and Reputation carries 33 labels and ReviewTrackers 17, so the shares are not directly comparable.

Reputation

accepted challenger

By Reputation.com, Redwood City, United States, founded 2006. Named in four categories this edition.

ReviewTrackers

accepted challenger

Named in one category this edition.

First-choice share4%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 12; printed, not drawn.
Labels3317A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Reputation reading right to left. Rank and label count are printed, not drawn.Reviewflowz was named alongside these two in eleven of the fourteen direct answers. Birdeye vs Reputation · Birdeye vs ReviewTrackers · Reviewflowz vs Reputation

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.
ReputationFirst choices, of fourteen modelsReviewTrackers
Direct101 against Reputation
Paraphrase101 against Reputation
Comparative101 against Reputation
Budget-constrained002 against Reputation
Scale-constrained01
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.

Across every category in the November 2026 Edition, Reputation and ReviewTrackers were named in the same answer thirty-six times, of the 138 answers naming Reputation and the 58 naming ReviewTrackers. In those answers ReviewTrackers took the first choice one time and Reputation five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Reputation and ReviewTrackers stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Reputation ReviewTrackers first choice named as an alternative argued againstblank: not namedEach cell is one answer, Reputation on the left and ReviewTrackers on the right.

The direct prompt

The plain question, one answer per model, grouped by where Reputation and ReviewTrackers stood in it.

Reputation first, ReviewTrackers not the choice

1 of 14 modelsReviewTrackers 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

4 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
MiniMax M2.5G2 Buyer Intent, Trustpilot alternatives: Birdeye, Reputation, Reviewflowz
Muse Glimmer 30BTrustpilot alternatives: Birdeye, Podium, Reputation, Reviewflowz

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Reviewflowz alternatives: TrustRadius
Perplexity SonarReviewflowz alternatives: Birdeye
Grok 4.20Trustpilot alternatives: Birdeye, Reviewflowz
Mistral SmallReviewflowz, Trustpilot alternatives: Birdeye
DeepSeek V4 FlashG2 Marketing Solutions alternatives: Birdeye, Gartner Peer Insights, Reviewflowz, TrustRadius
Llama 4 MaverickReviewflowz alternatives: Podium, Trustpilot
Qwen 3.7 FlashTrustpilot alternatives: Birdeye, Influitive, ReviewInc, UserEvidence
Kimi K2Birdeye alternatives: G2 Marketing Solutions, Reviewflowz
GPT-6 LunaReviewflowz alternatives: G2 Marketing Solutions

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
Level: the same share of first choices.
Reputation0%#15 of 15
ReviewTrackers0%#11 of 15
The full small business standing →
Mid-marketThe figures above
Reputation leads by two points.
Reputation4%#6 of 12
ReviewTrackers2%#7 of 12
The full mid-market standing →
Enterprise
Reputation leads by twenty-two points.
Reputation25%#2 of 8
ReviewTrackers4%#4 of 8
The full enterprise standing →

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

What 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.

“Platforms like Birdeye, GatherUp, and ReviewTrackers are built for multi-location enterprise.” DeepSeek V4 Flash · scale prompt · first choice
“Legitimate, well-reviewed tools in the space include Birdeye, Podium, ReviewTrackers, GatherUp, Chatmeter, Widewail, Broadly, and Hootsuite.” DeepSeek V4 Flash · negative prompt · alternative
“Focuses on monitoring, alerts, and reporting across 200+ sites. Popular for sentiment analysis and enterprise compliance.” Grok 4.20 · scale prompt · alternative
Also compared
Birdeye vs ReputationBirdeye vs ReviewTrackersReviewflowz vs ReputationReviewflowz vs ReviewTrackersBrand24 vs ReputationBrand24 vs ReviewTrackersTrustpilot vs ReputationTrustpilot vs ReviewTrackersREVIEWS.io vs ReputationREVIEWS.io vs ReviewTrackersReputation vs BrightLocalReviewTrackers 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.