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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
15%
Contested · Reviewflowz 13%
15NiceJob13Reviewflowz07EmbedReviews65others
15% of first choices, contested.
Since September 2026▼−3Since September 2026: 18% → 15%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.NiceJob held the lead, −3 points 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
NiceJob15%Contested▼−3Since September 2026: 18% → 15%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
Birdeye18%Contested▼−6Since September 2026: 26% → 20%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseBirdeye26%Contested▼−3Since September 2026: 31% → 28%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
NiceJob15%Contested▼−3Since September 2026: 18% → 15%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketBirdeye18%Contested▼−6Since September 2026: 26% → 20%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseBirdeye26%Contested▼−3Since September 2026: 31% → 28%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01NiceJob15%2%44accepted challenger▼−3Since September 2026: 18% → 15%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 15%
NiceJob15%2%44accepted challenger▼−3Since September 2026: 18% → 15%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.18% → 15%02
Reviewflowz13%0%16accepted challenger▼−2Since September 2026: 14% → 13%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 13%
Reviewflowz13%0%16accepted challenger▼−2Since September 2026: 14% → 13%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 13%03
GatherUp7%0%13accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%
GatherUp7%0%13accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%04
BrightLocal5%0%27accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%
BrightLocal5%0%27accepted challenger▲+4Since September 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 6%05Birdeye5%48%50criticized challenger▼−2Since September 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 6%
Birdeye5%48%50criticized challenger▼−2Since September 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.8% → 6%06
Trustpilot4%29%17criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Trustpilot4%29%17criticized challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%07
G2 Buyer Intent2%0%12accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
G2 Buyer Intent2%0%12accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%08
ReviewGrower2%7%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
ReviewGrower2%7%14accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the three products at 0%, ordered by negative rate
11
Reputation0%62%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Reputation0%62%16criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Podium0%39%46criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Podium0%39%46criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
ReviewTrackers0%12%16accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
ReviewTrackers0%12%16accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01NiceJob15%
NiceJob15%02Reviewflowz13%
Reviewflowz13%03GatherUp7%
GatherUp7%04BrightLocal5%
BrightLocal5%05Birdeye5%
Birdeye5%06Trustpilot4%
Trustpilot4%07G2 Buyer Intent2%
G2 Buyer Intent2%08ReviewGrower2%
ReviewGrower2%09ReviewTrackers0%
ReviewTrackers0%10Podium0%
Podium0%11Reputation0%
Reputation0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, 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.
Birdeye48%
24 of 50 labels negative · 12 of 14 models · 6 hard negative
“B2C-focused platforms like Podium or Birdeye are often too expensive, bloated, and poorly aligned with where B2B buyers actually look” Gemini 3.5 Flash, direct prompt
Podium39%
18 of 46 labels negative · 8 of 14 models · 4 hard negative
“B2C-focused platforms like Podium or Birdeye are often too expensive, bloated, and poorly aligned with where B2B buyers actually look” Gemini 3.5 Flash, direct prompt
Reputation62%
10 of 16 labels negative · 8 of 14 models · 2 hard negative
“best for large enterprises, with **costly pricing** and some **technical issues**, and it gets mixed ratings across review sites” Perplexity Sonar, negative prompt
Trustpilot29%
5 of 17 labels negative · 5 of 14 models · 2 hard negative
“**Trustpilot** ($99–$319/mo) are powerful but typically overkill and overpriced” Kimi K2, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1076 links across 241 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
49 answers · 49 citations · 12 models
40 answers · 50 citations · 13 models
35 answers · 61 citations · 13 models
vendor site · AppFollow28 answers · 32 citations · 12 models
vendor site · Birdeye27 answers · 38 citations · 13 models
vendor site · Zapier26 answers · 26 citations · 10 models
vendor site · SurveySparrow24 answers · 26 citations · 10 models
vendor site · WiserReview21 answers · 33 citations · 8 models
20 answers · 23 citations · 9 models
vendor site · Guideflow20 answers · 20 citations · 11 models
vendor site · Viasocket19 answers · 27 citations · 9 models
vendor site · SocialPilot18 answers · 23 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.
49 answers · 12 models
28 answers · 12 models
26 answers · 10 models
22 answers · 13 models
22 answers · 10 models
15 answers · 9 models
14 answers · 9 models
12 answers · 8 models
12 answers · 8 models
12 answers · 10 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 | 15% | 63 | 1,600 | 18 | 15,328 | 1 | ||
| Reviewflowz reviewflowz.com | 13% | 30 | 170 | 0 | 2,034 | $467 | 11 | |
| GatherUp gatherup.com | 7% | 21 | 1,000 | 5 | 2,308 | $58 | 0 | |
| EmbedReviews | 7% | 20 | 0 | |||||
| REVIEWS.io reviews.io | 7% | 19 | 590 | 124 | 508,649 | $2,602 | 0 | |
| BrightLocal brightlocal.com | 5% | 205 | 9,900 | 103 | 36,255 | 55 | ||
| WiserReview wiserreview.com | 5% | 18 | ||||||
| Birdeye birdeye.com | 5% | 302 | 22,200 | 380 | 6,787,611 | $1,735 | 110 | 2 |
| ReviewGrower reviewgrower.com ReviewGrower Lite 4%, ReviewGrower 2% | 5% | 27 | 30 | 2 | 3,963 | |||
| Grade.us grade.us | 4% | 22 | 0 | 3,873 |
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 4.5NiceJobTrustpilotChangedNiceJobSocialPilot Reviewsno first choiceagainst: Birdeye, Chatmeter, Liftify, Podium, Reputation, SOCi, Uberall, Yext
Four alternatives
G2 Profile and Reviews, REVIEWS.io, Reviewflowz, ThryvTwo alternatives
BrightLocal, ReputationThree alternatives
Birdeye, BrightLocal, PodiumThree alternatives
CommentAssist, EmbedReviews, LocalImpactGPT-5.4 miniREVIEWS.ioBirdeyeChangedGrade.us, NiceJobagainst: Birdeye, ReputationScore My Reviewsagainst: Birdeye, Podiumno first choicenothing named
Two alternatives
Birdeye, G2 Buyer IntentThree alternatives
Podium, ReputationStacker, SOCiOne alternative
PodiumOne alternative
ReviewRoketGemini 3.5 FlashReviewflowzagainst: Birdeye, Podium, TrustpilotBrand24Changedagainst: Birdeye, PodiumNiceJobTrueReviewagainst: Birdeye, PodiumNiceJob, Reputablyagainst: Birdeye, Podiumagainst: Birdeye, Podium, Yext
Three alternatives
Clutch, NiceJob, RightResponse AIFive alternatives
Capterra, G2 Buyer Intent, Senja, Syften, Testimonial.toFour alternatives
Birdeye, BrightLocal, GatherUp, PodiumThree alternatives
BrightLocal, NiceJob, RightResponse AIFive alternatives
G2 Buyer Intent, ReviewSense, Senja, Testimonial.to, TrustpilotPerplexity SonarReviewflowzReviewflowzHeldNiceJobEmbedSocial, ReviewGrower Liteno first choiceagainst: Birdeye, Meltwater, Reputation, Social Places, Sprinklr, Trustpilot, Yext
Three alternatives
BrightLocal, EmbedReviews, NiceJobThree alternatives
BrandMentions, NiceJob, ReputologyFive alternatives
EmbedReviews, EmbedSocial, GatherUp, Podium, ReviewTrackersGrok 4.1 FastNiceJobagainst: PodiumBrightLocalChangedagainst: PodiumGatherUp, NiceJobagainst: BirdeyeStarFlywheelagainst: Birdeye, Podiumno first choiceagainst: Birdeye, Broadly, Podium, Reputation, Revuze, Sprinklr, Yext
Two alternatives
Birdeye, ReviewTrackersTwo alternatives
Birdeye, NiceJobTwo alternatives
Podium, REVIEWS.ioFour alternatives
EmbedReviews, ReviewGrower, ReviewScout AI, WiserReviewTwo alternatives
Birdeye, PodiumMistral SmallREVIEWS.io, TrustpilotBrand24ChangedBirdeyeagainst: Sprout SocialEmbedReviewsno first choiceagainst: Better Business Bureau, Consumer Affairs, Sitejabber, Trustpilot, Yelp for Business
One alternative
NiceJobTwo alternatives
ReviewPush, ThryvFive alternatives
BrightLocal, NiceJob, Podium, ReviewPush, ReviewTrackersDeepSeek V4 FlashNiceJob, REVIEWS.ioagainst: PodiumBrightLocalChangedagainst: ReputationBrightLocalagainst: Broadly, ReviewTrackersWiserReviewagainst: Birdeye, NiceJob, Podium, Reputation, TrustpilotBrightLocal, Grade.us, NiceJob, WiserReviewagainst: Birdeye, Podium
Three alternatives
BrightLocal, ReviewTrackers, ReviewflowzTwo alternatives
NiceJob, PodiumFour alternatives
Birdeye, NiceJob, Podium, ReviewGrowerOne alternative
BrightLocalTwo alternatives
Birdeye, PodiumLlama 4 Maverickno first choiceReviewGrowerChangedno first choiceReviewGrower LiteBirdeyenothing named
Four alternatives
Birdeye, BrightLocal, NiceJob, PodiumThree alternatives
AppReviewBot, EmbedReviews, EmbedSocialThree alternatives
Okendo, Reviewflowz, TrueReviewQwen 3.7 FlashNiceJobagainst: BirdeyeBirdeyeChangedPodiumagainst: NiceplaceStratus Localagainst: Birdeyeno first choiceagainst: Birdeye, Podium, Reputation, Yext
Four alternatives
Capterra, G2 Buyer Intent, Swydo, TrustpilotTwo alternatives
Podium, ReviewTrackersTwo alternatives
Birdeye, BrightLocalFour alternatives
AppFollow, Google Business Profile, NiceJob, Shopper ApprovedKimi K2GatherUp, NiceJobagainst: BirdeyeReviewflowzChangedNiceJob, TrueReviewagainst: PodiumWiserReviewagainst: Birdeye, Podium, Trustpilotno first choicenothing named
Two alternatives
Reviewflowz, TrueReviewTwo alternatives
NiceJob, Praising.aiThree alternatives
GatherUp, Grade.us, ReviewflowzSix alternatives
BrightLocal, Google Business Profile, LocalClarity, Okendo, ReplyOnTheFly, TrueReviewGLM 4.7 FlashXGatherUpReviewflowzChangedBrightLocal, NiceJobEmbedReviews, REVIEWS.ioagainst: Birdeye, ReviewTrackersno first choiceagainst: Guaranteed Removals, Reputation, Reputationmanage.co, ReviewGrower
Seven alternatives
Birdeye, Grade.us, NiceJob, Podium, REVIEWS.io, ReviewTrackers, VendastaSix alternatives
Birdeye, Capterra, G2 Buyer Intent, Podium, TrustRadius, TrustmaryFour alternatives
Birdeye, Podium, ReviewGrower, WiserReviewFour alternatives
BrightLocal, GatherUp, Google Business Profile, WiserReviewMiniMax M2.5GatherUpagainst: ReputationReviewflowzChangedagainst: BirdeyeGatherUp, REVIEWS.ioagainst: ReputationEmbedReviewsno first choicenothing named
Two alternatives
Capterra, G2 Buyer IntentTwo alternatives
Capterra, G2 Buyer IntentThree alternatives
Birdeye, Podium, ReviewTrackersThree alternatives
EmbedSocial, ReviewGrower Lite, TrueReviewGPT-6 LunaGrade.usG2 Buyer IntentChangedNiceJobagainst: BirdeyeGoogle Business Profileno first choiceagainst: Birdeye, Podium
One alternative
G2 Buyer IntentOne alternative
TrustpilotThree alternatives
BrightLocal, GatherUp, PodiumOne alternative
NiceJobMuse Glimmer 30BGatherUp, NiceJobReviewflowzChangedNiceJob, ReviewGroweragainst: BirdeyeEmbedReviews, HiFiveStarno first choiceagainst: Oggvo / Oggvorep, LLC, reviewcleanupnow.com
Two alternatives
ReviewTrackers, ReviewflowzOne alternative
ReputationThree alternatives
BrightLocal, GatherUp, PodiumOne alternative
WiserReviewBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:29 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:16 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:20 | yes | 22 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:33 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:52 | yes | 25 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:06 | yes | 10 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:47 | yes | 21 | 25 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:07 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:09 | yes | 13 | 60 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:09 | yes | 15 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:21 | yes | 24 | 129 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:19 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:50 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:44 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:31 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:38 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:45 | yes | 13 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:13 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:38 | yes | 21 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:15 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:46 | yes | 22 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:42 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:10 | no | 0 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:47 | yes | 20 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:53 | yes | 19 | 164 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:33 | yes | 12 | 16 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:24 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:28 | yes | 23 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:41 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:21 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:39 | yes | 17 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 10:53 | yes | 16 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 14:15 | yes | 24 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:39 | yes | 9 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:21 | yes | 25 | 62 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:38 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:25 | no | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:55 | yes | 19 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:09 | yes | 13 | 48 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:29 | yes | 9 | 14 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:13 | yes | 6 | 34 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:07 | yes | 14 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:15 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:48 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:46 | yes | 21 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:54 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:59 | yes | 24 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:22 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:09 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:54 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:06 | yes | 9 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:59 | yes | 19 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:49 | yes | 15 | 18 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:03 | yes | 5 | 14 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:31 | yes | 3 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:50 | yes | 12 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:24 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:42 | no | 0 | 4 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:41 | yes | 11 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:49 | yes | 16 | 3 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:52 | yes | 19 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 14:14 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:39 | yes | 16 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:10 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:57 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:58 | yes | 19 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:33 | yes | 10 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:58 | yes | 5 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:59 | yes | 1 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:42 | yes | 15 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:55 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:36 | yes | 1 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:00 | yes | 27 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:47 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:21 | yes | 14 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:43 | yes | 23 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:37 | yes | 10 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:00 | yes | 25 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:27 | yes | 24 | 63 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:38 | yes | 22 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:24 | yes | 4 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:38 | yes | 24 | 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.
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