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Review and reputation management · November 2026 Edition

REVIEWS.io vs BrightLocal

Zero of fourteen models named REVIEWS.io first on the direct prompt; zero named BrightLocal. REVIEWS.io was named by eleven of the fourteen models and BrightLocal by eleven and REVIEWS.io carries 14 labels and BrightLocal 15, so the shares are not directly comparable.

REVIEWS.io

accepted challenger

Named in two categories this edition.

BrightLocal

accepted challenger

Named in four categories this edition.

First-choice share6%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate7%13%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 12; printed, not drawn.
Labels1415A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, REVIEWS.io 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 REVIEWS.io · Birdeye vs BrightLocal · Reviewflowz vs REVIEWS.io

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.
REVIEWS.ioFirst choices, of fourteen modelsBrightLocal
Direct00
Paraphrase001 against BrightLocal
Comparative001 against REVIEWS.io
Budget-constrained311 against BrightLocal
Scale-constrained00
Negative00
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 REVIEWS.io and BrightLocal 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
REVIEWS.io BrightLocal first choice named as an alternative argued againstblank: not namedEach cell is one answer, REVIEWS.io on the left and BrightLocal on the right.

The direct prompt

The plain question, one answer per model, grouped by where REVIEWS.io and BrightLocal stood in it.

Neither was named

14 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
Gemini 3.5 FlashG2 Buyer Intent alternatives: Base, Clutch, Influitive, ReviewTrackers, Reviewflowz, Trustpilot, UserEvidence
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
GLM 4.7 FlashXReputation alternatives: Birdeye, Feefo, ReputationStacker
MiniMax M2.5G2 Buyer Intent, Trustpilot alternatives: Birdeye, Reputation, Reviewflowz
GPT-6 LunaReviewflowz alternatives: G2 Marketing Solutions
Muse Glimmer 30BTrustpilot alternatives: Birdeye, Podium, Reputation, Reviewflowz

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
REVIEWS.io leads by seven points.
REVIEWS.io9%#3 of 15
BrightLocal2%#9 of 15
The full small business standing →
Mid-marketThe figures above
REVIEWS.io leads by four points.
REVIEWS.io6%#5 of 12
BrightLocal2%#8 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
REVIEWS.io0%#– of 8
BrightLocal0%#– of 8
The full enterprise standing →

What the models said about REVIEWS.io

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

“They aren't direct substitutes for a local business review inbox.” GPT-6 Luna · comparative prompt · soft negative
“Reviews.io stands out as the best online review management platform for companies with a limited budget” Grok 4.20 · budget prompt · first choice
“REVIEWS.io is the strongest overall choice if you sell online: plans start at about $29/month” Perplexity Sonar · budget prompt · first choice
“If you run an online shop: Go with REVIEWS.io.” Gemini 3.5 Flash · budget prompt · first choice

What the models said about BrightLocal

No label in this category carried a quote.

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.