Review and reputation management for small business buyers
Asked as “online review management platform”, and as “reputation management tool”, on behalf of a small B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
18%
Contested · Reviewflowz 14%
18NiceJob14Reviewflowz08Birdeye59others
18% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All fifteen head-to-head pages: the top six products, each against each
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 →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01NiceJob18%
NiceJob18%02Reviewflowz14%
Reviewflowz14%03Birdeye8%
Birdeye8%04ReviewTrackers4%
ReviewTrackers4%05BrightLocal2%
BrightLocal2%06ReviewGrower2%
ReviewGrower2%07GatherUp2%
GatherUp2%08REVIEWS.io2%
REVIEWS.io2%09Trustpilot0%
Trustpilot0%10Reputation0%
Reputation0%11Podium0%
Podium0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Birdeye62%
29 of 47 labels negative · 9 of 12 models · 6 hard negative
“Be highly cautious: SaaS platforms with documented predatory contracts ... BBB: ~108–113 complaints in three years, dominated by billing and cancellation issues” DeepSeek V4 Flash, negative prompt
Reputation69%
11 of 16 labels negative · 9 of 12 models · 4 hard negative
“Reputation.com: Scam accusations (undelivered reviews, refund denials), poor monitoring, inaccurate data. Trustpilot shows "scam" repeatedly.” Grok 4.20, negative prompt
Podium56%
22 of 39 labels negative · 8 of 12 models · 6 hard negative
“What to Avoid on a Tight Budget - Podium — Starts around $599/month (way too expensive for most small businesses)” DeepSeek V4 Flash, budget prompt
Trustpilot33%
4 of 12 labels negative · 4 of 12 models · 1 hard negative
“Trustpilot (consumer integrity concerns)” Kimi K2, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 289 links across 130 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
13 answers · 13 citations · 3 models
8 answers · 13 citations · 3 models
vendor site · AppFollow8 answers · 10 citations · 3 models
vendor site · Reddit7 answers · 11 citations · 2 models
7 answers · 10 citations · 4 models
vendor site · Pipedrive7 answers · 7 citations · 2 models
7 answers · 7 citations · 3 models
6 answers · 15 citations · 4 models
vendor site · Birdeye6 answers · 8 citations · 2 models
vendor site · Zapier6 answers · 6 citations · 2 models
vendor site · GatherUp4 answers · 6 citations · 2 models
vendor site · Capterra4 answers · 5 citations · 2 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.
13 answers · 3 models
8 answers · 3 models
7 answers · 2 models
7 answers · 3 models
6 answers · 2 models
6 answers · 2 models
5 answers · 3 models
5 answers · 2 models
5 answers · 3 models
4 answers · 2 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 |
|---|---|---|---|---|---|---|---|---|
| NiceJob nicejob.com | 18% | 59 | 1,600 | 18 | 15,328 | 1 | ||
| Reviewflowz reviewflowz.com | 14% | 29 | 170 | 0 | 2,034 | $467 | 11 | |
| HiFiveStar hifivestar.com | 8% | 3 | ||||||
| Birdeye birdeye.com | 8% | 355 | 22,200 | 380 | 6,787,611 | $1,735 | 110 | 2 |
| StarFlywheel starflywheel.com | 6% | |||||||
| ReviewTrackers reviewtrackers.com | 4% | 53 | 1,300 | 6 | 26,906 | 0 | 5 | |
| Thryv thryv.com | 4% | 31 | ||||||
| Score My Reviews scoremyreviews.com | 4% | 5 | ||||||
| ReviewGrower reviewgrower.com ReviewGrower 2%, ReviewGrower Lite 2% | 4% | 16 | 30 | 2 | 3,963 | |||
| BrightLocal brightlocal.com | 2% | 202 | 9,900 | 103 | 36,255 | 55 |
Google's top ten for the two searches hold 17 sites; 4 of them are among the sites the models cited here (appfollow.io, birdeye.com, learn.g2.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 small B2B company?”Paraphrase“Which reputation management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top review and reputation management platforms for a small team and how do they differ?”Budget-constrained“What is the best online review management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an online review management platform. What should we look at?”Negative“Which review and reputation management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Capterra, G2 Buyer IntentSprout SocialChangedagainst: BirdeyeNiceJobagainst: Birdeye, ReputationBraglyno first choiceagainst: Birdeye, Reputation, TripAdvisor, Yellow Pages, Yelp for Business
Three alternatives
FeedbackRobot, REVIEWS.io, TrustpilotTwo alternatives
Erase.com, NiceJobThree alternatives
BrightLocal, Podium, ReviewGrowerThree alternatives
HiFiveStar, Prompt Reviews, ReputigoGPT-5.4 miniBirdeye, Score My Reviewsagainst: TrustpilotBirdeyeChangedagainst: PodiumBirdeyeagainst: ReputationScore My Reviewsagainst: Birdeyeno first choicenothing named
Two alternatives
Experience.com, GatherUpFour alternatives
NiceJob, Okendo, Podium, TrustpilotOne alternative
EmbedReviewsGemini 3.5 FlashReviewflowzagainst: Birdeye, PodiumReviewflowzHeldagainst: Birdeye, YextNiceJobagainst: PodiumNiceJobagainst: Birdeye, PodiumNiceJobagainst: Birdeye, Podiumagainst: Better Business Bureau, Birdeye, Podium, Reputation, Yelp for Business
Three alternatives
AppFollow, GatherUp, TrustmaryFour alternatives
BrightLocal, Clutch, G2 Buyer Intent, GatherUpTwo alternatives
BrightLocal, GatherUpThree alternatives
BlooTrue, Bragly, BrightLocalThree alternatives
GatherUp, REVIEWS.io, TrustpilotPerplexity SonarNiceJobReviewflowzChangedagainst: Birdeye, NiceJob, PodiumNiceJob, Reviewflowzagainst: Birdeye, ReputationHiFiveStar, WiserReviewagainst: NiceJobno first choiceagainst: Birdeye, Podium, Reputation, ReviewTrackers, Yext
Three alternatives
Birdeye, REVIEWS.io, WiserReviewOne alternative
Brand24Three alternatives
EmbedSocial, Podium, WiserReviewOne alternative
EmbedReviewsGrok 4.20Reviewflowzagainst: BirdeyeNiceJob, ReviewTrackersChangedagainst: Birdeye, Podium, TrustpilotBrightLocal, NiceJobagainst: Birdeye, PodiumStarFlywheelagainst: Birdeye, Podiumno first choiceagainst: Birdeye, Podium, Reputation
One alternative
NiceJobOne alternative
ReviewTrackersThree alternatives
EmbedReviews, Okendo, ReviewGrowerMistral SmallCustomerGauge, ThryvBirdeyeChangedHiFiveStar, Prompt ReviewsEmbedReviews, StarFlywheelno first choiceagainst: Complaints Board, Pissed Consumer, Ripoff Report
Three alternatives
Birdeye, Grade.us, REVIEWS.ioFour alternatives
NiceJob, Podium, Reputology, ReviewPushSix alternatives
Birdeye, EmbedReviews, NiceJob, Podium, ReviewTrackers, YotpoFour alternatives
AppReviewBot, Broadly, NiceJob, ReviewflowzDeepSeek V4 FlashGatherUpReviewflowzChangedagainst: Birdeye, Podium, Yelp for BusinessBrightLocal, NiceJobagainst: Reputation, SOCiHiFiveStaragainst: Birdeye, Podium, Yextno first choiceagainst: Birdeye, Podiumagainst: Birdeye, Podium, Yelp for Business
Three alternatives
BrightLocal, NiceJob, ReviewTrackersTwo alternatives
NiceJob, TrustpilotThree alternatives
Birdeye, Podium, ReviewGrowerFour alternatives
BrightLocal, EmbedReviews, NiceJob, ReviewflowzLlama 4 MaverickThryvno first choiceChangedBirdeyeHiFiveStarno first choiceagainst: Broadly, Trustpilot, Yext
Four alternatives
Capterra, G2 Buyer Intent, TrustRadius, TrustpilotFour alternatives
NiceJob, Okendo, ReviewGrower, ReviewflowzFour alternatives
EmbedReviews, Prompt Reviews, Reviewflowz, WomplyQwen 3.7 FlashFeedbackRobot, TrueReviewBrightLocalChangedagainst: Birdeye, PodiumNiceJobReviewGroweragainst: Birdeye, Podiumno first choiceagainst: FivUpReviews, Fiverr, GummyDrop, SocialNinjas, TrustPilot Boost, Upwork
Two alternatives
Expert Reputation, ReplyFastOne alternative
NiceJobThree alternatives
Birdeye, Podium, ReviewGrowerTwo alternatives
StarFlywheel, YotpoKimi K2REVIEWS.io, ReviewflowzNiceJobChangedReviewGroweragainst: Birdeye, PodiumHiFiveStar, Prompt Reviewsagainst: Birdeye, PodiumNiceJob, Reviewflowzagainst: Birdeye, GatherUp, GoHighLevel, Podium, REVIEWS.io, Reputation, ReputationStacker, Trustpilot
Three alternatives
Okendo, TrueReview, YotpoThree alternatives
Podium, Praising.ai, ReviewGrowerFour alternatives
GatherUp, Grade.us, NiceJob, REVIEWS.ioTwo alternatives
EmbedReviews, Grade.usTwo alternatives
REVIEWS.io, ReviewGrowerGLM 4.7 FlashXNiceJobNiceJob, ReviewTrackersChangedagainst: Birdeye, PodiumHiFiveStar, NiceJobagainst: BirdeyeStarFlywheelno first choiceagainst: Birdeye, Reputation, Reviews Solved, SOCi
Two alternatives
Expert Reputation, REVIEWS.ioFour alternatives
BrightLocal, GatherUp, Google Business Profile, PodiumFour alternatives
Okendo, Opineko, REVIEWS.io, ReviewGrower LiteMiniMax M2.5BirdeyeNiceJobChangedNiceJob, ReviewTrackersGrade.us, ReviewGrower Liteno first choiceagainst: Reputation, Ripoff Report
Five alternatives
Capterra, G2 Buyer Intent, Reputation, Reviewflowz, TrustRadiusThree alternatives
Podium, ReviewTrackers, ReviewflowzSix alternatives
Birdeye, Brand24, HiFiveStar, Podium, Prompt Reviews, ReviewGrowerOne alternative
BrightLocalBold 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.
Seventy-two 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 | 2026-09-15 04:30 | yes | 13 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:13 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:31 | yes | 24 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:35 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:44 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:15 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:19 | yes | 0 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:32 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:30 | yes | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:43 | yes | 0 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:25 | yes | 0 | 97 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:41 | yes | 0 | 10 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:03 | yes | 12 | 16 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:06 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 22:56 | yes | 11 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:28 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:57 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:39 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:20 | yes | 0 | 47 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:55 | yes | 0 | 7 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:46 | yes | 0 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:56 | yes | 0 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:26 | yes | 0 | 74 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:21 | yes | 0 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:27 | yes | 8 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:31 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:09 | yes | 8 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:42 | yes | 20 | 18 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:18 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:24 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:37 | yes | 0 | 18 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:30 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:45 | yes | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:46 | yes | 0 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:58 | yes | 0 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:32 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:02 | yes | 8 | 12 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:49 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:47 | yes | 18 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:02 | yes | 20 | 19 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 00:50 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:15 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:57 | yes | 0 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:57 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:39 | yes | 0 | 56 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:38 | yes | 0 | 16 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:03 | yes | 0 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:00 | yes | 0 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:35 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:27 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:46 | yes | 9 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:45 | yes | 20 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:45 | yes | 0 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:11 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:06 | yes | 0 | 60 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:35 | yes | 0 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:59 | yes | 0 | 44 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:20 | yes | 0 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:43 | yes | 0 | 96 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:02 | yes | 0 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:07 | yes | 14 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:56 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:45 | yes | 26 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:43 | yes | 20 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:50 | yes | 0 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:09 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:35 | yes | 0 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:10 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:24 | no | 0 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:34 | yes | 0 | 90 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:18 | yes | 0 | 25 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:36 | yes | 0 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Thryv read as Thryv
Yelp read as Yelp for Business
Unresolved, counted raw
Avvo
BlooTrue
Complaints Board (complaintsboard.com)
Facebook Reviews
FivUpReviews
GradeUs
GummyDrop
Healthgrades
LinkedIn
LoyaltyLoop
Opineko
ReplyFast
Reviews Solved
Social Places
SocialNinjas
TrustPilot Boost
Discontinued, still offered
No shut-down product was recommended here.