Click fraud protection for enterprise buyers
Asked as “click fraud protection tool”, and as “invalid ad traffic blocker”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
39%
Contested · Cheq 31%
39Lunio31Cheq04ClickGUARD25others
39% 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 fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
ClickCease vs CheqClickCease vs ClickPatrolClickCease vs TrafficGuardClickCease vs ClickGUARDLunio vs Fraud BlockerLunio vs ClixtellLunio vs CheqLunio vs ClickPatrolLunio vs TrafficGuardLunio vs ClickGUARDFraud Blocker vs ClixtellFraud Blocker vs CheqFraud Blocker vs ClickPatrolFraud Blocker vs TrafficGuardFraud Blocker vs ClickGUARDClixtell vs CheqClixtell vs ClickPatrolClixtell vs TrafficGuardClixtell vs ClickGUARDCheq vs ClickPatrolCheq vs TrafficGuardCheq vs ClickGUARDClickPatrol vs TrafficGuardClickPatrol vs ClickGUARDTrafficGuard vs ClickGUARD
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
07D08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Lunio39%
Lunio39%02Cheq31%
Cheq31%03HUMAN Security4%
HUMAN Security4%04DoubleVerify4%
DoubleVerify4%05Fraud Blocker4%
Fraud Blocker4%06ClickGUARD4%
ClickGUARD4%07TrafficGuard2%
TrafficGuard2%08DataDome0%
09Anura0%
Anura0%10ClickPatrol0%
ClickPatrol0%11Clixtell0%
Clixtell0%12ClickCease0%
ClickCease0%What they warned about
Four of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
ClickCease65%
24 of 37 labels negative · 13 of 14 models · 11 hard negative
“ClickCease explicitly targets small businesses, freelancers, and small-to-mid agencies. Enterprises that need multi-account administration, deep integration, and scale should look at CHEQ's enterprise tier or a different vendor.” DeepSeek V4 Flash, negative prompt
ClickGUARD59%
16 of 27 labels negative · 11 of 14 models · 10 hard negative
“SMB-Focused Click Blockers (e.g., ClickGuard, FraudBlocker, ClickGuardian)... these services inflate threat metrics” Qwen 3.7 Flash, negative prompt
Fraud Blocker44%
8 of 18 labels negative · 6 of 14 models · 5 hard negative
“SMB-Focused Tools (ClickCease, ClickGUARD, Fraud Blocker) ... have significant limitations for enterprises” Kimi K2, negative prompt
Lunio11%
6 of 57 labels negative · 6 of 14 models · 2 hard negative
“Prices as a *percentage* of your ad spend. This is the **opposite** of predictable” DeepSeek V4 Flash, 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
79 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. 1080 links across 169 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.
vendor site · Lunio68 answers · 137 citations · 14 models
vendor site · Guideflow46 answers · 48 citations · 12 models
vendor site · ClickPatrol37 answers · 66 citations · 12 models
vendor site · TrafficGuard32 answers · 38 citations · 12 models
vendor site · ClickCease29 answers · 49 citations · 13 models
vendor site · SourceForge27 answers · 31 citations · 10 models
26 answers · 38 citations · 11 models
25 answers · 37 citations · 10 models
25 answers · 28 citations · 11 models
23 answers · 36 citations · 10 models
vendor site · ClickGuardian21 answers · 23 citations · 8 models
vendor site · Cometly21 answers · 21 citations · 10 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.
55 answers · 12 models
50 answers · 12 models
46 answers · 12 models
24 answers · 11 models
21 answers · 10 models
21 answers · 11 models
21 answers · 10 models
21 answers · 10 models
19 answers · 9 models
18 answers · 9 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 click fraud protection tool”, “click fraud protection tool”. 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 |
|---|---|---|---|---|---|---|---|---|
| Lunio lunio.ai | 39% | 121 | 590 | 11 | 5,727 | $4 | 21 | |
| Cheq cheq.ai Cheq 31%, CHEQ AI 2% | 33% | 97 | 1,600 | 55 | 7,629 | $1,062 | 21 | |
| HUMAN Security humansecurity.com | 4% | 25 | 1,300 | 408 | 165,749 | 23 | 5 | |
| DoubleVerify doubleverify.com | 4% | 28 | 5,400 | 206 | 3,605 | 12 | ||
| Fraud Blocker fraudblocker.com | 4% | 92 | 140 | 2 | 4,005 | 13 | 5 | |
| ClickGUARD clickguard.com | 4% | 95 | 320 | 5 | 8,212 | $44,456 | 7 | 6 |
| TrafficGuard trafficguard.ai | 2% | 84 | 720 | 8 | 1,152 | 18 | 3 | |
| Fraudlogix fraudlogix.com | 2% | 8 | ||||||
| Integral Ad Science | 2% | |||||||
| HUMAN Advertising Protection | 2% |
Google's top ten for the two searches hold 14 sites; 3 of them are among the sites the models cited here (clickcease.com, sourceforge.net, trafficguard.ai). The first result for “best click fraud protection tool” is reddit.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 click fraud protection tool for an enterprise B2B company?”Paraphrase“Which invalid ad traffic blocker would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade click fraud protection tools and how do they differ?”Budget-constrained“What is the best click fraud protection tool 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 a click fraud protection tool. What should we look at?”Negative“Which click fraud protection tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5LunioLunioHeldTrafficGuardClickGuardianno first choiceagainst: Cheq, ClickCease, ClickPatrol, Clixtell, Lunio
Three alternatives
Cheq, Spider AF, TrafficGuardTwo alternatives
Fraudlogix, PixalateThree alternatives
Cheq, HUMAN Security, LunioOne alternative
CheqGPT-5.4 miniCheqagainst: ClickCeaseDoubleVerify, Integral Ad ScienceChangedLunioLunioagainst: ClickCease, ClickGUARDno first choicenothing named
Two alternatives
ClickGUARD, Fraud BlockerTwo alternatives
ClickPatrol, Fraud BlockerThree alternatives
Cheq, DataDome, TrafficGuardOne alternative
CheqGemini 3.5 FlashCheq, Lunioagainst: ClickCeaseLunioChangedagainst: uBlock OriginLunioLunioLunioagainst: Anura, ClickCease, ClickGUARD, ClickPatrol, Fraud Blocker
Two alternatives
Anura, TrafficGuardFive alternatives
Cheq, Cisco Umbrella, Cloudflare One, Ghostery Enterprise, TrafficGuardSix alternatives
Anura, Cheq, DoubleVerify, HUMAN Security, Integral Ad Science, TrafficGuardTwo alternatives
Anura, TrafficGuardThree alternatives
HUMAN Security, Spider Labs, TrafficGuardPerplexity SonarCheqCheqHeldagainst: ClickCease, DoubleVerify, LunioLunio, TrafficGuardFraudlogix, Luniono first choiceagainst: ClickCease, ClickFortify, ClickGUARD, ClickGuardian, ClickPatrol, Clixtell, DoubleVerify, Fraud0, Fraudlogix, HUMAN Security, IAS, Pixalate, TrafficGuard
Two alternatives
Lunio, TrafficGuardOne alternative
TrafficGuardThree alternatives
CHEQ ClickCease / CHEQ, ClickGUARD, DataDomeTwo alternatives
ClickCease, ClickGUARDGrok 4.1 FastLunioCheqChangedagainst: ClickCeaseLunioagainst: TrafficGuardCheqagainst: ClickCease, ClickGUARD, Fraud Blocker, HUMAN Security, Lunio, TrafficGuardLunioagainst: Cheq, ClickCease, ClickGUARD, ClickPatrol, Fraud0
Two alternatives
ClickCease, TrafficGuardThree alternatives
Anura, DataDome, LunioThree alternatives
Anura, Cheq, DataDomeThree alternatives
Anura, Cheq, DataDomeMistral SmallCheqCheqHeldCheqHUMAN Securityno first choiceagainst: Adjust, AppsFlyer, ClickCease, ClickDefense, ClickFortify, ClickGUARD, ClickGuardian, ClickPatrol, Fraud0, TrafficGuard
Two alternatives
Fraud Blocker, LunioFour alternatives
DoubleVerify, IAS, Lunio, PixalateThree alternatives
ClickCease, Fraudlogix, PPC ProtectThree alternatives
DoubleVerify, IAS, LunioDeepSeek V4 FlashLunioCheqChangedLunioCheqagainst: ClickCease, ClickGUARD, Fraud Blocker, Lunio, TrafficGuardCheq, Lunioagainst: ClickCease, ClickGUARD, Clixtell, Fraud Blockeragainst: ClickCease, ClickGUARD, ClickReport
Four alternatives
Anura, Cheq, DataCops, DataDomeThree alternatives
DataDome, HUMAN Security, LunioThree alternatives
Anura, Cheq, DataDomeTwo alternatives
DataDome, HUMAN SecurityTwo alternatives
Anura, DataDomeLlama 4 MaverickCheqLunio, TapperChangedno first choiceno first choiceno first choicenothing named
Two alternatives
ClickPatrol, CometlyTwo alternatives
DataDome, LunioQwen 3.7 FlashCheqLunioChangedCheq, Lunioagainst: ClickCease, ClickGUARDFraud Blockeragainst: Cheq, ClickCeaseno first choiceagainst: ClickCease, ClickGUARD, ClickGuardian, ClickTracker, FraudBlocker
Three alternatives
DataCops, Fraud Blocker, LunioTwo alternatives
Cheq, HUMAN SecurityTwo alternatives
Anura, DataDomeOne alternative
TrafficGuardFour alternatives
Cheq, FraudScore, Lunio, TrafficGuardKimi K2LunioHUMAN SecurityChangedAnura, Cheq, DataDome, LunioClickGUARDagainst: Cheq, ClickCease, DoubleVerify, HUMAN Security, Integral Ad ScienceLunioagainst: ClickCease, ClickGUARD, Clixtell, Fraud Blockeragainst: ClickCease, ClickGUARD, DoubleVerify, Fraud Blocker, HUMAN Security, Integral Ad Science
Three alternatives
Cheq, Spider AF, TrafficGuardTwo alternatives
DoubleVerify, TrafficGuardOne alternative
TrafficGuardOne alternative
DataCopsThree alternatives
Anura, Cheq, DataDomeGLM 4.7 FlashXLunioCHEQ AIChangedLunioClickGUARDagainst: Cheq, DoubleVerify, HUMAN Security, Integral Ad Scienceno first choiceagainst: Cheq, ClickCease, ClickGUARD, Clixtell
Three alternatives
Cheq, DataDome, TrafficGuardTwo alternatives
Lunio, TrafficGuardThree alternatives
Anura, Cheq, DataDomeOne alternative
TrafficGuardMiniMax M2.5LunioLunioHeldLunioagainst: DataDomeCheq, DoubleVerifyno first choiceagainst: ClickCease, ClickGUARD, Fraud Blocker, Lunio
One alternative
CheqThree alternatives
Cheq, ClickGuardian, TrafficGuardTwo alternatives
Anura, CheqTwo alternatives
HUMAN Security, Integral Ad ScienceGPT-6 LunaCheqagainst: ClickCeaseHUMAN Advertising ProtectionChangedCheq, LunioTrafficGuardagainst: Luniono first choicenothing named
One alternative
LunioTwo alternatives
DoubleVerify, IASFive alternatives
Anura, DoubleVerify, HUMAN Ad Click Defense, IAS, TrafficGuardOne alternative
CheqMuse Glimmer 30BLunioCheqChangedLunioFraud Blockeragainst: DataDomeno first choiceagainst: ClickCease, ClickGUARD, Fraud Blocker, TrafficGuard
One alternative
Spider AFFour alternatives
Anura, Cheq, DataDome, TrafficGuardTwo alternatives
ClickGuardian, TrafficGuardBold 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 | 2026-10-04 22:39 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:41 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:34 | yes | 11 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:10 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:51 | yes | 20 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:26 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:52 | yes | 19 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:02 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:57 | yes | 9 | 23 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:05 | yes | 12 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 19 | 137 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:00 | yes | 11 | 29 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:21 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:22 | yes | 19 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:16 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:22 | yes | 14 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:02 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:23 | yes | 10 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:38 | yes | 24 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:23 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:23 | yes | 10 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:41 | yes | 20 | 47 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:01 | yes | 15 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:38 | yes | 5 | 24 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:28 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:19 | yes | 19 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:01 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:16 | yes | 2 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:28 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:59 | yes | 19 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 19 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:16 | yes | 25 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:35 | yes | 18 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:55 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:33 | yes | 15 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:48 | yes | 20 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:10 | yes | 18 | 18 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:54 | yes | 14 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:20 | yes | 7 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:31 | yes | 22 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:38 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:31 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:32 | yes | 12 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:26 | yes | 12 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 19 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:27 | yes | 14 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:12 | yes | 21 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:48 | yes | 15 | 60 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:24 | yes | 18 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:02 | yes | 21 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:40 | yes | 19 | 64 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:08 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:54 | yes | 18 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:36 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:55 | yes | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:17 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:18 | yes | 19 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:02 | yes | 11 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:17 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:00 | yes | 18 | 98 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:39 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:44 | yes | 12 | 69 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:20 | yes | 22 | 65 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:39 | no | 0 | 13 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:13 | no | 0 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:10 | yes | 3 | 24 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:09 | yes | 9 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:18 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:41 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:11 | yes | 21 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:32 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:53 | yes | 20 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:52 | yes | 9 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:21 | yes | 19 | 68 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:48 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:09 | yes | 16 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:53 | yes | 23 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 25 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:11 | yes | 12 | 31 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:04 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:28 | yes | 18 | 33 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
Google read as Google Ads
HUMAN read as HUMAN Security
Human (formerly White Ops) read as HUMAN Security
Unresolved, counted raw
CHEQ ClickCease / CHEQ
Cequence Security
Cisco Umbrella
ClickDefense
ClickTracker
Cloudflare One (Gateway)
FraudBlocker
Ghostery Enterprise
HUMAN Ad Click Defense
HUMAN Advertising Protection
IPQualityScore
Imperva
Microsoft
Peer39
Spider Labs (by Protected Media)
VerifyClicks
uBlock Origin
Discontinued, still offered
No shut-down product was recommended here.