Review and reputation management
Asked as “online review management platform”, and as “reputation management tool”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
19%
Contested · Reviewflowz 13%
19Birdeye13Reviewflowz11Brand2457others
19% of first choices, contested.
Since October 2026▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.Birdeye held the lead, +1 point on 18%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Praising.ai21%Contested↗new leaderNew leader since October 2026: Praising.ai (21%) replaces NiceJob (15% then, 7% now), 14 points clear, past the 11-point floor.Standing →Mid-market
Birdeye19%Contested▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.This pageEnterpriseBirdeye29%Contested▲+3Since October 2026: 26% → 29%, +3 points. Inside the 11-point floor: within noise.Standing →
Praising.ai21%Contested↗new leaderNew leader since October 2026: Praising.ai (21%) replaces NiceJob (15% then, 7% now), 14 points clear, past the 11-point floor.Standing →Mid-marketBirdeye19%Contested▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.This pageEnterpriseBirdeye29%Contested▲+3Since October 2026: 26% → 29%, +3 points. Inside the 11-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Birdeye19%14%51accepted challenger▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.18% → 19%
Birdeye19%14%51accepted challenger▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.18% → 19%02
Reviewflowz13%0%15accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise.7% → 13%
Reviewflowz13%0%15accepted challenger▲+6Since October 2026: 7% → 13%, +6 points. Inside the 11-point floor: within noise.7% → 13%03
Brand2411%4%23accepted challenger▲+9Since October 2026: 2% → 11%, +9 points. Inside the 11-point floor: within noise.2% → 11%
Brand2411%4%23accepted challenger▲+9Since October 2026: 2% → 11%, +9 points. Inside the 11-point floor: within noise.2% → 11%04
Trustpilot9%22%23accepted challenger▲+9Since October 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise.0% → 9%
Trustpilot9%22%23accepted challenger▲+9Since October 2026: 0% → 9%, +9 points. Inside the 11-point floor: within noise.0% → 9%05
REVIEWS.io6%7%14accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
REVIEWS.io6%7%14accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%06
Reputation4%24%33accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Reputation4%24%33accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
ReviewTrackers2%0%17accepted challenger▼−10Since October 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise.12% → 2%
ReviewTrackers2%0%17accepted challenger▼−10Since October 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise.12% → 2%08
BrightLocal2%13%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
BrightLocal2%13%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%09
Google Business Profile Lab in the set2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Google Business Profile Lab in the set2%0%10accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
10
Podium0%18%34accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Podium0%18%34accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%12
Yext0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Yext0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
NiceJob0%0%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
NiceJob0%0%17accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Business Profile is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models one time of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
Birdeye vs REVIEWS.ioBirdeye vs ReputationBirdeye vs ReviewTrackersBirdeye vs BrightLocalReviewflowz vs Brand24Reviewflowz vs TrustpilotReviewflowz vs REVIEWS.ioReviewflowz vs ReputationReviewflowz vs ReviewTrackersReviewflowz vs BrightLocalBrand24 vs TrustpilotBrand24 vs REVIEWS.ioBrand24 vs ReputationBrand24 vs ReviewTrackersBrand24 vs BrightLocalTrustpilot vs REVIEWS.ioTrustpilot vs ReputationTrustpilot vs ReviewTrackersTrustpilot vs BrightLocalREVIEWS.io vs ReputationREVIEWS.io vs ReviewTrackersREVIEWS.io vs BrightLocalReputation vs ReviewTrackersReputation vs BrightLocalReviewTrackers vs BrightLocal
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Birdeye19%
Birdeye19%02Reviewflowz13%
Reviewflowz13%03Brand2411%
Brand2411%04Trustpilot9%
Trustpilot9%05REVIEWS.io6%
REVIEWS.io6%06Reputation4%
Reputation4%07ReviewTrackers2%
ReviewTrackers2%08BrightLocal2%
BrightLocal2%09Google Business Profile2%
Google Business Profile2%10Podium0%
Podium0%11NiceJob0%
NiceJob0%12Yext0%
Yext0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, 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 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Reputation24%
8 of 33 labels negative · 6 of 14 models · 2 hard negative
“Frequent complaints about false promises, skewed algorithms ... Trustpilot scores around 3.3/5 with many calling it a "scam"” Grok 4.20, negative prompt
Birdeye14%
7 of 51 labels negative · 6 of 14 models · 1 hard negative
“Other Options to Avoid on a Tight Budget - Birdeye and Podium: ... pricing is custom/quote-based and typically higher” Grok 4.20, budget prompt
Podium18%
6 of 34 labels negative · 4 of 14 models · 1 hard negative
“Other Options to Avoid on a Tight Budget - Birdeye and Podium” Grok 4.20, budget prompt
Trustpilot22%
5 of 23 labels negative · 4 of 14 models
“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
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 810 links across 243 sites, every framing counted. Ranked by the number of answers carrying the site or page. 4 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Software Advice44 answers · 63 citations · 10 models
vendor site · Capterra33 answers · 51 citations · 12 models
27 answers · 57 citations · 12 models
vendor site · Crazy Egg20 answers · 20 citations · 10 models
vendor site · GetApp19 answers · 26 citations · 9 models
17 answers · 17 citations · 9 models
vendor site · Praising.ai16 answers · 18 citations · 8 models
vendor site · Birdeye15 answers · 28 citations · 9 models
vendor site · Albato14 answers · 14 citations · 9 models
vendor site · Zapier10 answers · 10 citations · 8 models
9 answers · 15 citations · 9 models
9 answers · 9 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
22 answers · 10 models
21 answers · 8 models
20 answers · 10 models
17 answers · 9 models
16 answers · 9 models
14 answers · 9 models
13 answers · 8 models
10 answers · 8 models
9 answers · 9 models
9 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best online review management platform”, “online review management platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Birdeye birdeye.com | 19% | 355 | 22,200 | 380 | 6,787,611 | $1,735 | 110 | 2 |
| Reviewflowz reviewflowz.com | 13% | 29 | 170 | 0 | 2,034 | $467 | 11 | |
| Brand24 brand24.com | 11% | 218 | 2,900 | 61 | 28,164 | 67 | ||
| Trustpilot trustpilot.com | 9% | 72 | 165,000 | 2,892 | 88,097,858 | 35 | ||
| Praising.ai praising.ai | 9% | 25 | 10 | 0 | 237 | |||
| REVIEWS.io reviews.io | 6% | 36 | 590 | 124 | 508,649 | $2,602 | 0 | |
| Reputation reputation.com Reputation 4%, ReputationStacker 0% | 4% | 121 | 40,500 | 271,545 | 42,552 | $8,985 | 11 | 8 |
| GatherUp gatherup.com | 4% | 23 | 1,000 | 5 | 2,308 | $58 | 0 | |
| G2 Buyer Intent g2.com | 4% | 147 | 90 | 1 | 2,221,182 | 109 | 9 | |
| LocalImpact localimpact.com | 4% | 6 |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (birdeye.com, zapier.com). The first result for “best online review management platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best online review management platform for a mid-market B2B company?”Paraphrase“Which reputation management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top review and reputation management platforms and how do they differ?”Budget-constrained“What is the best online review management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an online review management platform. What should we look at?”Negative“Which review and reputation management platforms should I avoid or be cautious about?”
Claude Haiku 4.5ReviewflowzPraising.ai, ReviewflowzChangedno first choiceLocalImpact, Praising.aino first choiceagainst: Birdeye, Reputation, Yext
One alternative
TrustRadiusTwo alternatives
BrightLocal, FeedbackRobotThree alternatives
AppReviewBot, GBPPromote, NiceJobGPT-5.4 miniBirdeyeagainst: PodiumBirdeyeHeldagainst: PodiumBirdeyeTrueReviewagainst: ReputationStackerno first choicenothing named
Three alternatives
G2 Buyer Intent, Reputation, ReviewTrackersOne alternative
G2 Marketing SolutionsFive alternatives
Podium, Reputation, SOCi, Trustpilot, YextOne alternative
EmbedReviewsGemini 3.5 FlashG2 Buyer IntentBrand24Changedagainst: MeltwaterBirdeye, PodiumGatherUp, REVIEWS.io, Reviewflowzagainst: Birdeye, Podium, Reputation, Yotpono first choiceagainst: ComplaintsBoard, Glassdoor, PissedConsumer, Ripoff Report, Trustpilot, Yelp for Business
Seven alternatives
Base, Clutch, Influitive, ReviewTrackers, Reviewflowz, Trustpilot, UserEvidenceFour alternatives
Capterra, G2 Buyer Intent, Mention, Sprout SocialSix alternatives
GatherUp, Grade.us, Reputation, Trustpilot, Yext, YotpoTwo alternatives
Google Business Profile, NiceJobPerplexity SonarReviewflowzagainst: TrustpilotBrand24Changedagainst: Brandwatch, Meltwaterno first choiceREVIEWS.iono first choiceagainst: Birdeye, Chatmeter, ConsumerAffairs, Reputation, SOCi, Trustpilot, Yelp for Business
One alternative
BirdeyeThree alternatives
Mention, Reviewflowz, TrustpilotTen alternatives
Birdeye, BrightLocal, GatherUp, Podium, REVIEWS.io, Reputation, ReputationStacker, SOCi, Whitespark, YextFour alternatives
GLocal, Google Business Profile, NiceJob, OkendoGrok 4.20Trustpilotagainst: Bazaarvoice, Okendo, Reputation, YotpoBirdeyeChangedBirdeyeREVIEWS.ioagainst: Birdeye, Grade.us, Podium, Reputation, YotpoBirdeyeagainst: Biz Experts, Eliminalia, GetDandy, NetReputation, Reputation, Reputation.ca, Sterling Businesses, WebiMax
Two alternatives
Birdeye, ReviewflowzFour alternatives
Brand24, Hootsuite, Podium, SOCiFour alternatives
Brand24, Podium, Reputation, TrustpilotTwo alternatives
NiceJob, TrustpilotFive alternatives
Broadly, GatherUp, Podium, Reputation, ReviewTrackersMistral SmallReviewflowz, TrustpilotBirdeyeChangedno first choiceGoogle Business Profileno first choiceagainst: ContentRemoval.com, Otterly, Sovcial, Synup, Trustpilot
One alternative
BirdeyeTwo alternatives
Brand24, ReviewIncThree alternatives
EmbedSocial, NiceJob, REVIEWS.ioDeepSeek V4 FlashG2 Marketing SolutionsBrand24Changedagainst: BirdeyeBirdeyeEmbedSocialagainst: Birdeye, BrightLocal, PodiumBirdeye, GatherUp, ReviewTrackersagainst: Brand24, Podium, Talkwalkeragainst: Profile Defenders
Four alternatives
Birdeye, Gartner Peer Insights, Reviewflowz, TrustRadiusNine alternatives
Brand24, BrightLocal, Emitrr, GatherUp, Podium, Reputation, ReviewTrackers, Trustpilot, YotpoTwo alternatives
Famewall, Google Business ProfileLlama 4 MaverickReviewflowzno first choiceChangedReputationStackerReviewGrowerno first choicenothing named
Two alternatives
Podium, TrustpilotFour alternatives
Birdeye, Brand24, BrightLocal, PodiumTwo alternatives
BrightLocal, NiceJobQwen 3.7 FlashTrustpilotBirdeyeChangedReputationStackeragainst: NextivaPraising.aino first choiceagainst: FrontRunners, Synup, Yext
Four alternatives
Birdeye, Influitive, ReviewInc, UserEvidenceFour alternatives
G2 Buyer Intent, Reputation, TrustRadius, YextFive alternatives
Birdeye, Brand24, Feefo, Podium, Review.ioThree alternatives
BrightLocal, NiceJob, REVIEWS.ioKimi K2BirdeyeBrand24Changedagainst: ReputationBirdeye, ReputationReply Fastno first choiceagainst: Birdeyeagainst: Guaranteed Removals, Rytr
Two alternatives
G2 Marketing Solutions, ReviewflowzOne alternative
BirdeyeFive alternatives
Brand24, BrightLocal, Podium, ReviewTrackers, SOCiThree alternatives
Google Business Profile, NiceJob, Praising.aiGLM 4.7 FlashXReputationBirdeyeChangedBirdeyePraising.aino first choiceagainst: Profile Defenders, Solvera
Three alternatives
Birdeye, Feefo, ReputationStackerThree alternatives
Brand24, Reputation, ReviewTrackersFive alternatives
Brand24, BrightLocal, Emitrr, NiceJob, PodiumFive alternatives
GLocal, Google Business Profile, REVIEWS.io, ReputeMap, ReviewPilotMiniMax M2.5G2 Buyer Intent, TrustpilotBrand24Changedagainst: BrightLocalBrand24against: InternetReputation.comHiFiveStarno first choicenothing named
Three alternatives
Birdeye, Reputation, ReviewflowzTwo alternatives
Birdeye, Great RecruitersThree alternatives
Birdeye, NetReputation, NextivaTwo alternatives
Prompt Reviews, REVIEWS.ioGPT-6 LunaReviewflowzBrand24Changedno first choiceagainst: G2 Buyer Intent, REVIEWS.io, TrustRadius, Trustpilot, YotpoBrightLocalno first choiceagainst: ReviewVio
One alternative
G2 Marketing SolutionsOne alternative
G2 Marketing SolutionsSeven alternatives
Birdeye, BrightLocal, NiceJob, Podium, Reputation, SOCi, YextTwo alternatives
Google Business Profile, NiceJobMuse Glimmer 30BTrustpilotBirdeye, ReputationChangedBirdeyeagainst: ReputationLocalImpact, Praising.aino first choiceagainst: ReputationDefender, ReviewGrow
Four alternatives
Birdeye, Podium, Reputation, ReviewflowzFour alternatives
BrightLocal, Podium, ReviewTrackers, YextFour alternatives
Google Business Profile, Grade.us, HiFiveStar, ReviewRoketBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:11 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:20 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:04 | yes | 9 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:38 | yes | 9 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:12 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:02 | yes | 23 | 45 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:38 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:33 | yes | 9 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:08 | yes | 19 | 42 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:43 | yes | 19 | 63 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:44 | yes | 9 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:06 | yes | 2 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:27 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:23 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:23 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:12 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:41 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:23 | yes | 19 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:17 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:56 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:36 | yes | 15 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:19 | yes | 18 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:09 | yes | 9 | 41 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:56 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:53 | yes | 8 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:30 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | yes | 5 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:29 | no | 0 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:23 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:11 | yes | 10 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:56 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:36 | yes | 24 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:04 | yes | 5 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:02 | yes | 14 | 66 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:07 | yes | 23 | 22 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:50 | yes | 5 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:05 | yes | 8 | 27 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:46 | yes | 24 | 32 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:08 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:07 | yes | 2 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:40 | yes | 7 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:29 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 25 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:05 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:31 | yes | 25 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:09 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:08 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:48 | yes | 10 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:57 | yes | 8 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:28 | yes | 5 | 13 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:39 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:26 | yes | 10 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:46 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:43 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:30 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:07 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:17 | yes | 10 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:20 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:01 | yes | 24 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:45 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:17 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:52 | yes | 25 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:33 | yes | 24 | 159 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:10 | no | 0 | 20 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:24 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:22 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:30 | yes | 9 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:30 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:07 | yes | 8 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:28 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:14 | yes | 15 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:30 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:40 | yes | 24 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:04 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:16 | yes | 10 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:10 | yes | 24 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 25 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:20 | no | 0 | 15 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:03 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:20 | yes | 22 | 28 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Yelp read as Yelp for Business
Unresolved, counted raw
Biz Experts
ContentRemoval.com
Diviner One
Eliminalia
Endorsal
FeedbackPulse
FrontRunners
GetDandy (by FarNorthReview or similar)
Google
Google's Business Profile API
GradeUs
Great Recruiters
PissedConsumer
Reputation.ca
ReputeMap
Review.io
ReviewGrow
ReviewPilot
Solvera
Sovcial
Sterling Businesses
TechValidate (by SurveyMonkey)
Trustpilot Free Tier
WebiMax
Widewail
Discontinued, still offered
No shut-down product was recommended here.