Click fraud protection for small business buyers
Asked as “click fraud protection tool”, and as “invalid ad traffic blocker”, on behalf of a small B2B company. 48 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
54%
Clear leader
54ClickCease08Clixtell06ClickPatrol31others
54% of first choices, clear leader.
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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product 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
One product takes 54% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, DeepSeek V4 Flash, Llama 4 Maverick, MiniMax M2.5 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.
ClickGUARD26%
8 of 31 labels negative · 8 of 14 models · 3 hard negative
“inflates "threat" metrics, flagging legitimate crawlers and benign automated traffic as fraudulent... paying premium prices ($300+/month) without seeing measurable ROI improvement” Qwen 3.7 Flash, negative prompt
ClickCease15%
9 of 62 labels negative · 7 of 14 models · 3 hard negative
“Small businesses should avoid or exercise extreme caution regarding three specific categories of click fraud tools: 1. "IP-Blocking" Reactive Tools (e.g., ClickCease, ClickGUARD, Fraud Blocker)” Gemini 3.5 Flash, negative prompt
Lunio43%
10 of 23 labels negative · 6 of 14 models · 3 hard negative
“costs scale aggressively as you grow—small businesses often find this becomes prohibitively expensive once they scale campaigns” Qwen 3.7 Flash, negative prompt
Cheq64%
7 of 11 labels negative · 5 of 14 models · 2 hard negative
“used both **ClickGuard** and **CHEQ Essentials** at ~$300/month described the experience as: "An expensive 'peace of mind tax' with zero real impact"” DeepSeek V4 Flash, negative 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. 980 links across 124 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 · Guideflow58 answers · 58 citations · 12 models
vendor site · Lunio44 answers · 55 citations · 12 models
vendor site · ClickCease42 answers · 73 citations · 13 models
vendor site · ClickPatrol38 answers · 61 citations · 12 models
vendor site · Spotsaas36 answers · 54 citations · 12 models
vendor site · TrafficGuard35 answers · 38 citations · 14 models
35 answers · 35 citations · 12 models
vendor site · ClickGuardian30 answers · 39 citations · 9 models
vendor site · SourceForge27 answers · 38 citations · 9 models
vendor site · Improvado27 answers · 27 citations · 12 models
vendor site · ClickFortify24 answers · 34 citations · 11 models
23 answers · 44 citations · 11 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.
57 answers · 12 models
38 answers · 11 models
36 answers · 12 models
35 answers · 12 models
30 answers · 12 models
27 answers · 9 models
27 answers · 12 models
22 answers · 10 models
20 answers · 9 models
19 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| ClickCease clickcease.com | 54% | 152 | 1,300 | 50 | 2,517 | $394,547 | 12 | 1 |
| Clixtell clixtell.com | 8% | 43 | 90 | 0 | 276 | 15 | ||
| Fraud Blocker fraudblocker.com | 6% | 92 | 140 | 2 | 4,005 | 13 | 5 | |
| ClickPatrol clickpatrol.com | 6% | 55 | 20 | 0 | 2,376 | 9 | ||
| ClickGUARD clickguard.com | 4% | 95 | 320 | 5 | 8,212 | $44,456 | 7 | 6 |
| ClickGuardian clickguardian.ai | 2% | 27 | 20 | 0 | 19 | 0 | ||
| TrafficGuard trafficguard.ai | 2% | 84 | 720 | 8 | 1,152 | 18 | 3 | |
| Improvely improvely.com | 2% | 15 | 140 | 217,508 | 575 | 0 | ||
| Google parent site Google Ads 2% | 2% | 167 | 550,000 | 15,818 | ||||
| ClickFortify clickfortify.com | 2% | 9 |
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 a small B2B company?”Paraphrase“Which invalid ad traffic blocker would you recommend to a small business that sells to other businesses?”Comparative“What are the top click fraud protection tools for a small team and how do they differ?”Budget-constrained“What is the best click fraud protection tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a click fraud protection tool. What should we look at?”Negative“Which click fraud protection tools should a small business avoid or be cautious about?”
Claude Haiku 4.5LunioClickCeaseChangedClickCeaseagainst: ClickGUARDClickCeaseno first choiceagainst: Cheq, ClickCease
Three alternatives
ClickCease, Clixtell, Fraud BlockerTwo alternatives
Fraud Blocker, FraudlogixThree alternatives
ClickPatrol, Clixtell, Fraud BlockerTwo alternatives
Fraud Blocker, ImprovelyGPT-5.4 miniClickCeaseHUMAN SecurityChangedClickCeaseTrafficGuardno first choiceagainst: Click Profit
One alternative
ClickGUARDTwo alternatives
ClickGUARD, TrafficGuardOne alternative
ClickCeaseGemini 3.5 FlashFraud Blockeragainst: LunioClickCeaseChangedClickCeaseagainst: Anura, Cheq, LunioClickClickBlock, ClickFortifyagainst: ClickCeaseClickCeaseagainst: Cheq, ClickCease, ClickGUARD, Fraud Blocker, HUMAN Security, Lunio
Three alternatives
ClickCease, ClickGUARD, ClickPatrolTwo alternatives
Fraud Blocker, LunioFour alternatives
ClickGUARD, ClickPatrol, Fraud Blocker, TrafficGuardThree alternatives
Clixtell, Didva, TrafficGuardTwo alternatives
ClickPatrol, Fraud BlockerPerplexity SonarClickCeaseClickCeaseHeldClickCeaseClickCeaseno first choicenothing named
Three alternatives
ClickGUARD, Clixtell, LunioTwo alternatives
Lunio, TrafficGuardFour alternatives
ClickGUARD, ClickPatrol, Clixtell, ImprovelyFour alternatives
24metrics, ClickGUARD, Fraud Blocker, LunioGrok 4.1 FastClickCeaseClickCeaseHeldClickCeaseagainst: LunioClickGUARDagainst: Google Ads' built-in invalid click filtersno first choiceagainst: ClickCease, ClickGUARD, Clixtell, Fraud Blocker, Lunio
Two alternatives
ClickGuardian, Fraud BlockerFour alternatives
ClickGUARD, ClickGuardian, Fraud Blocker, Google's built-in invalid traffic filteringFour alternatives
ClickGUARD, ClickGuardian, Fraud Blocker, TrafficGuardOne alternative
ClickCeaseMistral SmallClickCeaseClickCeaseHeldClickCease, Clixtellagainst: LunioClickCeaseno first choicenothing named
Two alternatives
AdWatcher, TrafficGuardOne alternative
Fraud BlockerDeepSeek V4 FlashClickPatrolClickCeaseChangedClickCeaseagainst: ClixtellClixtellno first choiceagainst: Cheq, ClickCease, ClickGUARD, ClickPatrol
Four alternatives
ClickCease, ClickGUARD, Fraud Blocker, ImprovelyFour alternatives
ClickGUARD, ClickGuardian, Fraud Blocker, LunioThree alternatives
ClickPatrol, Fraud Blocker, ImprovelyTwo alternatives
ClickPatrol, Fraud BlockerLlama 4 MaverickClickCeaseno first choiceChangedno first choiceClickCeaseno first choicenothing named
Two alternatives
Fraud Blocker, Kaminari ClickTwo alternatives
ADWARY, Fraud BlockerQwen 3.7 FlashClickCeaseClickCeaseHeldClickCease, ClixtellClickPatrol, Improvelyagainst: ClickCeaseno first choiceagainst: ClickGUARD, Lunio, TrafficGuard
Two alternatives
BotFighter, Google AdsOne alternative
Fraud BlockerThree alternatives
ClickGUARD, Improvely, TrafficGuardKimi K2ClickCeaseClickCeaseHeldagainst: DoubleVerify, Integral Ad ScienceClickCeaseClickPatrolno first choiceagainst: ClickCease, ClickGUARD
Four alternatives
ClickGuardian, ClickPatrol, DataCops, Fraud BlockerOne alternative
Fraud BlockerFive alternatives
ClickFortify, ClickGUARD, ClickGuardian, Clixtell, Fraud BlockerThree alternatives
ClickCease, Clixtell, Fraud BlockerGLM 4.7 FlashXClickCeaseClickCeaseHeldClickCeaseClixtell, Fraud Blockerno first choiceagainst: Cheq, ClickGUARD, Google's built-in click invalidation
Three alternatives
ClickFortify, ClickGUARD, ClickPatrolTwo alternatives
DataDome, LunioFive alternatives
ClickGUARD, ClickPatrol, Clixtell, Fraud Blocker, Spider AFOne alternative
ClickCeaseMiniMax M2.5AdWatcher, Fraud BlockerClickCease, ClixtellChangedClickPatrol, ImprovelyADWARYno first choiceagainst: ClickCease / CHEQ Essentials
Two alternatives
ClickPatrol, FormProtectorOne alternative
CheqTwo alternatives
ClickGUARD, Fraud BlockerOne alternative
ClickCeaseGPT-6 LunaClickCeaseagainst: LunioClickCeaseHeldClickGUARD, TrafficGuardGoogle Adsno first choiceagainst: Lunio
One alternative
ClickGUARDThree alternatives
ClickCease, ClickPatrol, LunioOne alternative
ClickGUARDMuse Glimmer 30BClickGUARD, ClickGuardianClickCeaseChangedagainst: Cheq, TrafficGuardClickCeaseagainst: LunioClixtellagainst: ClickCeaseno first choiceagainst: Cheq, ClickCease, ClickGUARD, Clixtell Click Fraud Protection
Two alternatives
ClickCease, Fraud BlockerOne alternative
ClickPatrolThree alternatives
ClickGUARD, Spider AF, TrafficGuardThree alternatives
ClickPatrol, DataCops, Fraud BlockerBold 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 | 2026-10-05 00:27 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:41 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:55 | yes | 15 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:57 | yes | 19 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:04 | yes | 22 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:54 | yes | 5 | 2 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 21 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:26 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:20 | no | 0 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:04 | yes | 15 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:48 | yes | 22 | 29 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:01 | yes | 5 | 12 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:20 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:35 | yes | 13 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:47 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:49 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:31 | yes | 16 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:16 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:57 | yes | 19 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:53 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:02 | yes | 19 | 50 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:43 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:11 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:30 | yes | 18 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:48 | yes | 10 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:33 | yes | 5 | 35 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:22 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:23 | yes | 21 | 32 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:55 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:26 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:40 | yes | 7 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:35 | yes | 19 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:29 | yes | 21 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:17 | yes | 9 | 29 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:12 | yes | 19 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:15 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:58 | yes | 9 | 19 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:01 | yes | 16 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:30 | yes | 15 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:09 | yes | 20 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:00 | yes | 6 | 38 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:42 | yes | 22 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:53 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:04 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:36 | yes | 14 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:37 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:29 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:35 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:39 | yes | 21 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:43 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:14 | yes | 7 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:53 | yes | 14 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:05 | yes | 20 | 94 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:07 | yes | 9 | 21 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:30 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:08 | yes | 14 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:46 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:53 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:51 | yes | 13 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:32 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:09 | yes | 10 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:57 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:48 | yes | 17 | 79 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:20 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:55 | yes | 10 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:20 | yes | 8 | 13 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:11 | yes | 18 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:05 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:47 | yes | 1 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:23 | yes | 13 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:54 | yes | 15 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:17 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:15 | yes | 14 | 30 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:53 | yes | 16 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:36 | yes | 23 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:14 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:39 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:10 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:28 | yes | 9 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:23 | yes | 25 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:34 | yes | 21 | 90 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:25 | yes | 21 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:20 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:47 | yes | 20 | 34 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
Unresolved, counted raw
BotFighter
Campaign Protection
Click Guardian
ClickClickBlock
Clixtell Click Fraud Protection
Didva
FormProtector
Google Ads' built-in invalid click filters
Google's Built-in Invalid Click Protection
Google's built-in click invalidation
Google's built-in invalid traffic filtering
Kaminari Click
Discontinued, still offered
No shut-down product was recommended here.