Review and reputation management for enterprise buyers
Asked as “online review management platform”, and as “reputation management tool”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
31%
Contested · Reputation 18%
31Birdeye18Reputation06Brandwatch45others
31% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 enterprise.
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
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Birdeye31%
Birdeye31%02Reputation18%
Reputation18%03ReviewTrackers2%
ReviewTrackers2%04Chatmeter2%
Chatmeter2%05Sprinklr2%
Sprinklr2%06SOCi0%
SOCi0%07Yext0%
Yext0%08Podium0%
Podium0%What they warned about
One of twelve models held their first choice under the paraphrase. 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 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.
Birdeye20%
11 of 55 labels negative · 7 of 12 models · 4 hard negative
“the "reputation management" tools you'll hear about most (Birdeye, Podium, Grade.us, NiceJob, BrightLocal) are the wrong category” DeepSeek V4 Flash, paraphrase prompt
Podium47%
9 of 19 labels negative · 6 of 12 models · 6 hard negative
“Podium is better suited to local service businesses than large multi-location enterprises. Its contract terms and portability issues are genuine liabilities.” DeepSeek V4 Flash, negative prompt
Trustpilot56%
5 of 9 labels negative · 5 of 12 models · 1 hard negative
“Wrong model for local/service businesses... Annual-only contracts with no mid-term exit.” DeepSeek V4 Flash, negative prompt
GatherUp80%
4 of 5 labels negative · 4 of 12 models · 2 hard negative
“Platforms That Use Review Gating Examples: GatherUp, ReputationStacker, GoHighLevel - Why to avoid:” Mistral Small, 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
23 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. 288 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.
vendor site · Birdeye14 answers · 25 citations · 4 models
12 answers · 22 citations · 4 models
vendor site · AppFollow11 answers · 12 citations · 3 models
9 answers · 9 citations · 3 models
7 answers · 10 citations · 2 models
6 answers · 6 citations · 3 models
vendor site · Gartner6 answers · 6 citations · 3 models
vendor site · Guideflow6 answers · 6 citations · 2 models
vendor site · Alchemer5 answers · 6 citations · 2 models
vendor site · FeedbackRobot4 answers · 4 citations · 2 models
4 answers · 4 citations · 2 models
vendor site · Zapier4 answers · 4 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.
10 answers · 3 models
9 answers · 3 models
7 answers · 2 models
5 answers · 2 models
5 answers · 3 models
5 answers · 2 models
4 answers · 2 models
4 answers · 1 model
4 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 |
|---|---|---|---|---|---|---|---|---|
| Birdeye birdeye.com | 31% | 355 | 22,200 | 380 | 6,787,611 | $1,735 | 110 | 2 |
| Reputation reputation.com | 18% | 121 | 40,500 | 271,545 | 42,552 | $8,985 | 11 | 8 |
| Brandwatch brandwatch.com | 6% | 119 | 6,600 | 133 | 119,214 | $585 | 120 | |
| Reviewflowz reviewflowz.com | 6% | 29 | 170 | 0 | 2,034 | $467 | 11 | |
| G2 Marketing Solutions | 6% | |||||||
| G2 Buyer Intent g2.com | 4% | 147 | 90 | 1 | 2,221,182 | 109 | 9 | |
| TrustRadius trustradius.com | 4% | 41 | 1,300 | 19 | 217,045 | |||
| EmbedMyReviews embedmyreviews.com | 4% | 3 | ||||||
| Meltwater meltwater.com | 4% | 300 | 14,800 | 405 | 52,658 | $6 | 36 | |
| ReviewSense.ai Enterprise reviewsense.ai | 4% |
Google's top ten for the two searches hold 17 sites; 6 of them are among the sites the models cited here (alchemer.com, appfollow.io, birdeye.com, gartner.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 an enterprise B2B company?”Paraphrase“Which reputation management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade review and reputation management platforms and how do they differ?”Budget-constrained“What is the best online review management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an online review management platform. What should we look at?”Negative“Which review and reputation management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5TrustRadiusBirdeyeChangedBirdeyeGrade.usno first choicenothing named
Three alternatives
Birdeye, PeerSpot, ReputationTwo alternatives
Reputation, SprinklrFour alternatives
Caliber, Reputation, Revuze, SprinklrTwo alternatives
Reputation, ReviewflowzGPT-5.4 miniG2 Marketing SolutionsReputationChangedBirdeye, ReputationReputationno first choiceagainst: Gartner Peer Insights
Three alternatives
Birdeye, Sprinklr Social, YextOne alternative
BirdeyeSix alternatives
Bazaarvoice, Podium, ReviewTrackers, SOCi, Sprinklr, YextTwo alternatives
Birdeye, TattleGemini 3.5 FlashReputation, ReviewflowzG2 Marketing Solutions, MeltwaterChangedno first choiceReviewTrackersagainst: Birdeyeno first choiceagainst: BrightLocal, Broadly, GoHighLevel, NiceJob, Podium, Yext, Zoho Publish
Six alternatives
Birdeye, Enterpret, G2 Buyer Intent, Sprinklr, Thematic, TrustRadiusFive alternatives
Gartner Peer Insights, Glassdoor, Medallia, Qualtrics, Sprinklr InsightsTwo alternatives
Reputation, ReviewIncPerplexity SonarBirdeyeReputationChangedBirdeye, ReputationBirdeyeno first choiceagainst: Birdeye, Grade.us, Podium, ReviewTrackers, Trustpilot, Yext
Two alternatives
Reputation, Sprinklr SocialOne alternative
BirdeyeSeven alternatives
Brandwatch, Podium, ReviewTrackers, SOCi, Sprinklr, Sprout Social, YextOne alternative
ReputationGrok 4.20BirdeyeSprinklrChangedBirdeyeEmbedMyReviewsagainst: Bazaarvoice, Birdeye, Reputation, Sprout Socialno first choiceagainst: Birdeye, GatherUp, Meltwater, NiceJob, Podium, Reputation, ReputationStacker, Sprinklr, Yext
Three alternatives
Reputation, ReviewTrackers, ReviewflowzThree alternatives
Birdeye, Brandwatch, ReputationFour alternatives
Reputation, ReviewTrackers, SOCi, YextTwo alternatives
ReviewGrower, SocialPilot ReviewsMistral SmallG2 Marketing Solutions, TrustRadiusBirdeyeChangedBirdeyeReviewSense.ai Enterpriseagainst: Birdeye, Podium, Reputationno first choiceagainst: Birdeye, GatherUp, GoHighLevel, Reputation, ReputationStacker, Trustpilot, Yotpo
Four alternatives
Birdeye Reviews AI, Gartner Peer Insights, Reputation, ReviewTrackersFour alternatives
Hootsuite, Reputation, ReviewInc, SOCiFour alternatives
Reputation, ReviewGrower, SOCi, YextTwo alternatives
Grade.us, Reply FastDeepSeek V4 FlashBirdeye, G2 Buyer Intentagainst: PodiumMeltwaterChangedagainst: Birdeye, BrightLocal, Grade.us, NiceJob, PodiumBirdeyeagainst: ReviewGrowerBirdeyeagainst: Sprout SocialBirdeye, Reputationagainst: Expert Reputation, Podium, Yotpoagainst: Birdeye, GatherUp, Podium, Trustpilot, Yext
Two alternatives
Reputation, TrustRadiusSix alternatives
Brandwatch, Five Blocks' AIQ, Profound, Sprinklr, Talkwalker, Trustable LabsSix alternatives
Chatmeter, Reputation, ReviewTrackers, SOCi, Uberall, YextTwo alternatives
Reputation, YextTwo alternatives
ReviewTrackers, TrustpilotLlama 4 MaverickBrandwatchReputationChangedno first choiceBirdeyeBirdeyenothing named
Four alternatives
Bazaarvoice, Birdeye, GatherUp, OkendoSeven alternatives
Birdeye, Brand24, Grade.us, Reputation, ReviewTrackers, Sprout Social, YextFour alternatives
Reputation, ReviewTrackers, Trustpilot, YextThree alternatives
Reputation, ReviewTrackers, Sprout SocialQwen 3.7 FlashG2 Buyer IntentBrandwatchChangedBirdeyeReputationBirdeyeagainst: Meltwater, Sprinklr
Four alternatives
Capterra, Gartner Peer Insights, Resourced, YotpoThree alternatives
Sprout Social, Talkwalker, YotpoFive alternatives
Podium, Reputation, ReviewTrackers, Sprout Social, YextTwo alternatives
Bazaarvoice, BirdeyeThree alternatives
Reputation, ReviewTrackers, YextKimi K2ReviewflowzBrandwatchChangedBirdeyeChatmeteragainst: Birdeye, Grade.us, Sprout SocialBirdeye, Reputationagainst: ReviewTrackersagainst: Birdeye, GatherUp, GoHighLevel, Podium, Reputation, ReputationDefender, ReputationStacker
Three alternatives
Birdeye, FeedbackRobot, ReputationThree alternatives
Birdeye, Meltwater, SprinklrSeven alternatives
Brandwatch, Chatmeter, Podium, Reputation, ReviewTrackers, SOCi, YextTwo alternatives
Reputation, SOCiGLM 4.7 FlashXBirdeyeBirdeyeHeldBirdeyeEmbedMyReviews, ReviewGroweragainst: Trustpilotno first choiceagainst: BrandYourself, Go Fish Digital, Guaranteed Removals, Igniyte, NetReputation, ReputationAmerica, ReputationDefender, Status Labs, WebiMax
Four alternatives
Meltwater, Reputation, Trustpilot, YotpoTwo alternatives
Reputation, Sprout SocialFive alternatives
Chatmeter, Reputation, ReviewGrower, SOCi, YextOne alternative
ReputationMiniMax M2.5Reputation, Reviewflowzagainst: TrustpilotBirdeyeChangedReputationReviewSense.ai Enterpriseagainst: Birdeye, ReputationVantaagainst: Bazaarvoice, Reputation, Sprinklr
Two alternatives
Bazaarvoice, G2 Buyer IntentTwo alternatives
Reputation, SOCiFive alternatives
Birdeye, ReviewGrower, Reviewflowz, SOCi, Yext – ReviewsOne alternative
ReviewGrower AgencyFive alternatives
Drata, OneTrust, RiskWatch, Secureframe, UpGuardBold 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 04:59 | yes | 8 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:22 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:02 | yes | 19 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:38 | yes | 20 | 4 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 03:11 | yes | 0 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:48 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:26 | yes | 0 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:45 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:54 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:30 | yes | 0 | 65 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:53 | yes | 0 | 114 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:37 | yes | 0 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:57 | yes | 8 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:01 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:03 | yes | 13 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-14 23:58 | yes | 20 | 21 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 02:33 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:04 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:49 | yes | 0 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:37 | yes | 0 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:58 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:01 | yes | 0 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:36 | yes | 0 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:58 | yes | 0 | 10 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:44 | yes | 11 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:08 | yes | 4 | 15 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:25 | yes | 15 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 01:17 | yes | 18 | 11 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 01:08 | yes | 0 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:02 | yes | 0 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:02 | yes | 0 | 86 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:23 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:57 | yes | 0 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:07 | yes | 0 | 50 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:41 | yes | 0 | 73 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:08 | yes | 0 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:23 | yes | 8 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:10 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:47 | yes | 18 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:10 | yes | 20 | 7 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 00:05 | yes | 0 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:29 | yes | 0 | 10 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:35 | yes | 0 | 56 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:40 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:53 | yes | 0 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:05 | yes | 0 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:12 | yes | 0 | 112 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:40 | yes | 0 | 48 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:30 | yes | 13 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:05 | yes | 3 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:57 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:08 | yes | 20 | 8 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 04:31 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:21 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:35 | yes | 0 | 69 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:57 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:42 | yes | 0 | 62 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:34 | yes | 0 | 46 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:14 | yes | 0 | 148 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:12 | yes | 0 | 76 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:30 | yes | 24 | 16 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:24 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:26 | yes | 16 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:33 | yes | 20 | 8 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 00:28 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:56 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:14 | yes | 0 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:58 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:55 | no | 0 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:24 | yes | 0 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:05 | yes | 0 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:05 | yes | 0 | 42 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
Berpyo
Birdeye Reviews AI
Built In's EBR score
Caliber
ComplyScore
DefendMyRep
Five Blocks' AIQ
Go Fish Digital
Igniyte
LogicGate
ReputationAmerica
Resourced (by Salesforce)
ReviewGrower Agency
Revinate
RiskWatch
SecurityScorecard
Sprinto
Tattle
TheBestReputation
Thoropass
Trustable Labs
UpGuard
WebiMax
Widewail
Yext – Reviews
Zoho Publish
Discontinued, still offered
No shut-down product was recommended here.