Tag management
Asked as “tag management system”, and as “website tag manager”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
77%
Clear leader
77Google Tag Manager13Tealium iQ Tag Management06Ingest IQ04others
77% 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 twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four 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.
Google Tag Manager is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice four times of 4; the other eleven models thirty-two times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
One product takes 77% of first choices here, so the chart would put six 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. Two products carry a negative rate above 25% in this category.
What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash 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.
Google Tag Manager19%
14 of 72 labels negative · 10 of 12 models · 1 hard negative
“Avoid entirely: - Google Tag Manager for any privacy-conscious organization” Mistral Small, negative prompt
Tealium iQ Tag Management33%
19 of 57 labels negative · 8 of 12 models · 5 hard negative
“Skip Tealium/Ensighten for now — they're excellent, but the $30K+/yr price tag” DeepSeek V4 Flash, direct prompt
Adobe Experience Platform Tags22%
10 of 46 labels negative · 8 of 12 models · 3 hard negative
“Avoid on a tight budget: ... Adobe Launch (bundled with expensive Adobe Cloud)” DeepSeek V4 Flash, budget prompt
Ensighten
47%
7 of 15 labels negative · 5 of 12 models · 4 hard negative
“Acquired by CHEQ in August 2022 ... Customer adoption has been declining since” DeepSeek V4 Flash, 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
19 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. 252 links across 99 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 · Guideflow9 answers · 9 citations · 3 models
vendor site · Usercentrics9 answers · 9 citations · 2 models
8 answers · 9 citations · 2 models
7 answers · 11 citations · 2 models
vendor site · Tracklution7 answers · 8 citations · 2 models
vendor site · ObservePoint7 answers · 7 citations · 2 models
vendor site · Improvado6 answers · 7 citations · 3 models
vendor site · Tealium6 answers · 7 citations · 2 models
vendor site · 6sense6 answers · 6 citations · 3 models
vendor site · checkthat.ai6 answers · 6 citations · 2 models
6 answers · 6 citations · 3 models
6 answers · 6 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.
9 answers · 3 models
9 answers · 2 models
7 answers · 2 models
7 answers · 2 models
7 answers · 2 models
6 answers · 3 models
6 answers · 3 models
6 answers · 2 models
6 answers · 3 models
6 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 tag management system”, “tag management system”. 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Google parent site Google Tag Manager 77% | 77% | 198 | 90,500 | 863 | |||
| Tealium iQ Tag Management tealium.com Tealium iQ Tag Management 13%, Tealium Customer Data Hub 0% | 13% | 176 | 40 | 0 | 9,399 | 32 | 1 |
| Ingest IQ | 6% | 0 | |||||
| Adobe parent site Adobe Experience Platform Tags 2% | 2% | 144 | 1,220,000 | 117,563 | |||
| Server-Side GTM | 2% | 140 | 30 | ||||
| Piwik PRO Tag Manager piwik.pro | 0% | 74 | 10 | 0 | 95,862 | 8 | |
| Matomo Tag Manager matomo.org | 0% | 70 | 50 | 4 | 35,015 | 9 | |
| Twilio segment.com Segment 0% | 0% | 460 | 135,000 | 4,343 | 9,086 | 0 | |
| Ensighten Manage | 0% | 10 | 2 | ||||
| Stape stape.io | 0% | 7 |
Google's top ten for the two searches hold 14 sites; 2 of them are among the sites the models cited here (tealium.com, usercentrics.com). The first result for “best tag management system” is omr.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 tag management system for a mid-market B2B company?”Paraphrase“Which website tag manager would you recommend to a mid-sized B2B company?”Comparative“What are the top tag management systems and how do they differ?”Budget-constrained“What is the best tag management system for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a tag management system. What should we look at?”Negative“Which tag management systems should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceagainst: Adobe Real-Time CDPGoogle Tag ManagerChangedagainst: Adobe Experience Platform TagsGoogle Tag Manager, Tealium Customer Data HubGoogle Tag Managerno first choiceagainst: GTM
Three alternatives
Matomo Tag Manager, Segment, Tealium iQ Tag ManagementThree alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag ManagerTwo alternatives
Heap, SegmentGPT-5.4 miniGoogle Tag ManagerGoogle Tag ManagerHeldGoogle Tag ManagerGoogle Tag Managerno first choiceagainst: Google Tag Manager
One alternative
Tealium iQ Tag ManagementTwo alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementFour alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementOne alternative
gtag.jsGemini 3.5 FlashGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag Manager, Server-Side GTMChangedagainst: Tealium iQ Tag ManagementGoogle Tag ManagerGoogle Tag Manageragainst: Piwik PRO Tag ManagerGoogle Tag Manageragainst: Tealium iQ Tag Managementagainst: Adobe Dynamic Tag Management, Commanders Act Enterprise Tag Manager, Ensighten Manage, Google Tag Manager, Qubit OpenTag, Signal, Tealium iQ Tag Management
Three alternatives
Piwik PRO Tag Manager, Segment, StapeTwo alternatives
Piwik PRO Tag Manager, SegmentSix alternatives
Adobe Experience Platform Tags, Commanders Act Enterprise Tag Manager, Matomo Tag Manager, Piwik PRO Tag Manager, Segment, Tealium iQ Tag ManagementTwo alternatives
Matomo Tag Manager, StapeFour alternatives
Adobe Experience Platform Tags, Piwik PRO Tag Manager, RudderStack, SegmentPerplexity SonarGoogle Tag Manageragainst: Adobe Experience Platform TagsGoogle Tag ManagerHeldGoogle Tag Manageragainst: Ensighten, Qubit OpenTag, TagCommanderGoogle Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag Managementno first choiceagainst: Google Tag Manager
Two alternatives
Piwik PRO Tag Manager, Tealium iQ Tag ManagementThree alternatives
Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementFour alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementOne alternative
Piwik PRO Tag ManagerGrok 4.20Google Tag ManagerGoogle Tag ManagerHeldagainst: Tealium iQ Tag ManagementGoogle Tag ManagerGoogle Tag Manageragainst: Piwik PRO Tag Manager, SegmentGoogle Tag Manager, Tealium iQ Tag Managementagainst: Google Tag Manageragainst: Adobe Dynamic Tag Management, Ensighten, Google Tag Manager, Tealium iQ Tag Management
Four alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementThree alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag ManagerFour alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementOne alternative
Matomo Tag ManagerThree alternatives
Adobe Experience Platform Tags, Ensighten Manage, Piwik PRO Tag ManagerMistral SmallTealium iQ Tag ManagementGoogle Tag ManagerChangedagainst: Adobe Experience Platform TagsGoogle Tag ManagerGoogle Tag Managerno first choiceagainst: Adobe Experience Platform Tags, Google Tag Manager, Tealium iQ Tag Management
Two alternatives
Adobe Experience Platform Tags, SegmentTwo alternatives
Piwik PRO Tag Manager, Tealium iQ Tag ManagementSix alternatives
Adobe Experience Platform Tags, Ensighten Manage, Matomo Tag Manager, Piwik PRO Tag Manager, TagCommander, Tealium iQ Tag ManagementTwo alternatives
Matomo Tag Manager, StapeDeepSeek V4 FlashGoogle Tag Manageragainst: Ensighten, Tealium iQ Tag ManagementGoogle Tag ManagerHeldagainst: Tealium iQ Tag ManagementGoogle Tag ManagerGoogle Tag Manageragainst: Adobe Experience Platform Tags, Ensighten, Piwik PRO Tag Manager, Tealium iQ Tag ManagementGoogle Tag Manager, Tealium iQ Tag Managementagainst: Adobe Real-Time CDP, BrightTag, Ensighten, Google Tag Manager, Segment, Signal, TagMan, Tealium iQ Tag Management
Two alternatives
Piwik PRO Tag Manager, SegmentFour alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Piwik PRO Tag Manager, SegmentSeven alternatives
Adobe Experience Platform Tags, Commanders Act TagCommander, Ensighten Manage, Matomo Tag Manager, Piwik PRO Tag Manager, Segment, Tealium iQ Tag ManagementOne alternative
Matomo Tag ManagerFour alternatives
Adobe Experience Platform Tags, Ensighten, Piwik PRO Tag Manager, SegmentLlama 4 MaverickIngest IQGoogle Tag ManagerChangedno first choiceGoogle Tag Managerno first choicenothing named
Five alternatives
Adobe Experience Platform Tags, Google Tag Manager, Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementQwen 3.7 FlashIngest IQagainst: Tealium iQ Tag ManagementGoogle Tag ManagerChangedagainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag ManagerGoogle Tag Manageragainst: Adobe Experience Manager, Ensighten, Tealium iQ Tag ManagementIngest IQagainst: Adobe Real-Time CDP, Google Tag Manager, Tealium iQ Tag Managementagainst: Google Tag Manager
Two alternatives
Google Tag Manager, Piwik PRO Tag ManagerOne alternative
SegmentFour alternatives
Ensighten, Segment, Tealium iQ Tag Management, mParticleOne alternative
Matomo Tag ManagerTwo alternatives
Matomo Tag Manager, Piwik PRO Tag ManagerKimi K2Google Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag ManagementGoogle Tag ManagerHeldagainst: Tealium iQ Tag ManagementGoogle Tag Manageragainst: SegmentGoogle Tag Manageragainst: Google Tag ManagerGoogle Tag Manageragainst: Adobe Dynamic Tag Management, Google Tag Manager, SonicWall Global Management System, TagGator
Two alternatives
Ingest IQ, SegmentOne alternative
SegmentFive alternatives
Adobe Experience Platform Tags, Ensighten Manage, Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementTwo alternatives
Matomo Tag Manager, Piwik PRO Tag ManagerTwo alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementGLM 4.7 FlashXGoogle Tag ManagerGoogle Tag ManagerHeldGoogle Tag Manageragainst: Ingest IQ, ObservePointGoogle Tag ManagerTealium iQ Tag Managementagainst: Google Tag Manageragainst: Adobe Dynamic Tag Manager, BrightTag, Google Tag Manager
Two alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementThree alternatives
Adobe Experience Platform Tags, Segment, Tealium iQ Tag ManagementSix alternatives
Adobe Experience Platform Tag Management, Ensighten, Matomo Tag Manager, Piwik PRO Tag Manager, TagCommander, Tealium iQ Tag ManagementThree alternatives
Matomo Tag Manager, Piwik PRO Tag Manager, SegmentOne alternative
Adobe Experience Platform TagsMiniMax M2.5Google Tag ManagerGoogle Tag Manager, Tealium iQ Tag ManagementChangedGoogle Tag ManagerGoogle Tag ManagerAdobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Adobe Experience Platform Tags, Ensighten, Google Tag Manager, Tealium iQ Tag Management
Three alternatives
Ingest IQ, Piwik PRO Tag Manager, Tealium iQ Tag ManagementThree alternatives
Adobe Experience Platform Tags, Piwik PRO Tag Manager, Tealium iQ Tag ManagementTwo alternatives
Tagmate, UsercentricsOne alternative
Google Tag ManagerBold 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 04:13 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 05:02 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:42 | yes | 23 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 00:36 | 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 02:47 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:07 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:18 | yes | 0 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:12 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:46 | yes | 0 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:20 | yes | 0 | 54 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:11 | yes | 0 | 33 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:58 | yes | 0 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:19 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:24 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:16 | yes | 8 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 04:17 | yes | 20 | 4 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 01:05 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:10 | yes | 0 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:37 | yes | 0 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:32 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:40 | yes | 0 | 71 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:03 | yes | 0 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:00 | yes | 0 | 60 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:38 | yes | 0 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:56 | yes | 8 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:29 | yes | 8 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:20 | yes | 15 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:48 | yes | 20 | 7 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 03:45 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 05:00 | yes | 0 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:01 | yes | 0 | 71 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:32 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:31 | no | 0 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:12 | yes | 0 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:11 | yes | 0 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:31 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:47 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:32 | yes | 4 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:24 | yes | 15 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:55 | yes | 20 | 15 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 02:05 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:48 | yes | 0 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 05:01 | yes | 0 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:58 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:34 | no | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:47 | yes | 0 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:20 | yes | 0 | 15 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:34 | yes | 0 | 10 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:51 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:30 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:01 | yes | 9 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:53 | yes | 20 | 24 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:26 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:55 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:48 | yes | 0 | 80 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:24 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:40 | yes | 0 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:46 | yes | 0 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:13 | yes | 0 | 202 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:37 | yes | 0 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:03 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:27 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:14 | yes | 15 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 00:53 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:22 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:24 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:21 | yes | 0 | 65 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:38 | yes | 0 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:00 | yes | 0 | 44 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:35 | yes | 0 | 50 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:52 | yes | 0 | 115 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:45 | yes | 0 | 56 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
Adobe Experience Platform (AEP) Tags read as Adobe Experience Platform Tags
Commanders Act read as Commanders Act Enterprise Tag Manager
Commanders Act (formerly Tag Commander) read as Commanders Act Enterprise Tag Manager
Matomo read as Matomo Tag Manager
Piwik PRO read as Piwik PRO Tag Manager
Stape.io read as Stape
Tealium read as Tealium iQ Tag Management
Tealium iQ read as Tealium iQ Tag Management
Unresolved, counted raw
AddThis
Adobe Experience Platform Tag Management
Falcon
Friendly Analytics
SonicWall Global Management System (GMS)
TagGator
gtag.js
Discontinued, still offered
No shut-down product was recommended here.