Review and reputation management · November 2026 Edition
Trustpilot vs BrightLocal
Five of fourteen models named Trustpilot first on the direct prompt; zero named BrightLocal. Trustpilot was named by thirteen of the fourteen models and BrightLocal by eleven and Trustpilot carries 23 labels and BrightLocal 15, so the shares are not directly comparable.
Copenhagen, Denmark, founded 2007. Named in four categories this edition.
Named in four categories this edition.
First-choice share9%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate22%13%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 12; printed, not drawn.
Labels2315A 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 BrightLocal · 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 modelsBrightLocal
Direct501 against Trustpilot
Paraphrase001 against BrightLocal
Comparative001 against Trustpilot
Budget-constrained011 against BrightLocal
Scale-constrained00
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Trustpilot and BrightLocal 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 | | |
Trustpilot BrightLocal first choice named as an alternative argued againstblank: not namedEach cell is one answer, Trustpilot on the left and BrightLocal on the right.The direct prompt
The plain question, one answer per model, grouped by where Trustpilot and BrightLocal stood in it.
Trustpilot first, BrightLocal not the choice
5 of 14 modelsBrightLocal 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
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashG2 Buyer Intent alternatives: Base, Clutch, Influitive, ReviewTrackers, Reviewflowz, Trustpilot, UserEvidence
Llama 4 MaverickReviewflowz alternatives: Podium, Trustpilot
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Reviewflowz alternatives: TrustRadius
GPT-5.4 miniBirdeye alternatives: G2 Buyer Intent, Reputation, ReviewTrackers
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 four points.
Trustpilot5%#6 of 15BrightLocal2%#9 of 15Mid-marketThe figures above
Trustpilot leads by eight points.
Trustpilot9%#4 of 12BrightLocal2%#8 of 12Enterprise
Trustpilot leads by four points.
Trustpilot4%#5 of 8BrightLocal0%#– of 8What 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 BrightLocal
No label in this category carried a quote.
Also compared
Birdeye vs TrustpilotBirdeye vs BrightLocalReviewflowz vs TrustpilotReviewflowz vs BrightLocalBrand24 vs TrustpilotBrand24 vs BrightLocalTrustpilot vs REVIEWS.ioTrustpilot vs ReputationTrustpilot vs ReviewTrackersREVIEWS.io vs BrightLocalReputation 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.