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Review and reputation management · November 2026 Edition

Trustpilot vs ReviewTrackers

Five of fourteen models named Trustpilot first on the direct prompt; zero named ReviewTrackers. Trustpilot was named by thirteen of the fourteen models and ReviewTrackers by ten and Trustpilot carries 23 labels and ReviewTrackers 17, so the shares are not directly comparable.

Trustpilot

accepted challenger

Copenhagen, Denmark, founded 2007. Named in four categories this edition.

ReviewTrackers

accepted challenger

Named in one category this edition.

First-choice share9%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate22%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 12; printed, not drawn.
Labels2317A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Trustpilot 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 Trustpilot · Birdeye vs ReviewTrackers · Reviewflowz vs Trustpilot

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.
TrustpilotFirst choices, of fourteen modelsReviewTrackers
Direct501 against Trustpilot
Paraphrase00
Comparative001 against Trustpilot
Budget-constrained00
Scale-constrained01
Negative003 against Trustpilot
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, Trustpilot and ReviewTrackers were named in the same answer twenty-two times, of the 86 answers naming Trustpilot and the 58 naming ReviewTrackers. In those answers ReviewTrackers took the first choice one time and Trustpilot three.

Every model, every framing

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

The direct prompt

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

Trustpilot first, ReviewTrackers not the choice

5 of 14 modelsReviewTrackers was named in the answer but not as the choice, or not at all.
Grok 4.20Trustpilot alternatives: Birdeye, Reviewflowz
Mistral SmallReviewflowz, Trustpilot alternatives: Birdeye
Qwen 3.7 FlashTrustpilot alternatives: Birdeye, Influitive, ReviewInc, UserEvidence
MiniMax M2.5G2 Buyer Intent, Trustpilot alternatives: Birdeye, Reputation, Reviewflowz
Muse Glimmer 30BTrustpilot alternatives: Birdeye, Podium, Reputation, Reviewflowz

Neither was the first choice, one was named

3 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
Llama 4 MaverickReviewflowz alternatives: Podium, Trustpilot

Neither was named

6 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Reviewflowz alternatives: TrustRadius
Perplexity SonarReviewflowz alternatives: Birdeye
DeepSeek V4 FlashG2 Marketing Solutions alternatives: Birdeye, Gartner Peer Insights, Reviewflowz, TrustRadius
Kimi K2Birdeye alternatives: G2 Marketing Solutions, Reviewflowz
GLM 4.7 FlashXReputation alternatives: Birdeye, Feefo, ReputationStacker
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
Trustpilot leads by five points.
Trustpilot5%#6 of 15
ReviewTrackers0%#11 of 15
The full small business standing →
Mid-marketThe figures above
Trustpilot leads by eight points.
Trustpilot9%#4 of 12
ReviewTrackers2%#7 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Trustpilot4%#5 of 8
ReviewTrackers4%#4 of 8
The full enterprise standing →

What the models said about Trustpilot

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Useful in some industries, but evaluate it carefully if you need broad review-management functionality. Full response and management capabilities may require paid plans, and its fees can be high.” Perplexity Sonar · negative prompt · soft negative
“a combination of G2 (for marketplace visibility) + Trustpilot (for brand credibility) provides the strongest coverage” MiniMax M2.5 · direct prompt · first choice
“Need industry-recognized social proof for procurement and partner trust → Trustpilot is the dominant B2B standard.” Muse Glimmer 30B · direct prompt · first choice
“Best Overall for Brand Credibility: Trustpilot ... Trustpilot is the global standard for B2B trust.” Qwen 3.7 Flash · 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

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.