Tag management for enterprise buyers
Asked as “tag management system”, and as “website tag manager”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
47%
Clear leader
47Tealium iQ Tag Management27Google Tag Manager13Adobe Experience Platform Tags13others
47% 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 an enterprise 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 three times of 4; the other eleven models nine times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
Google Tag Manager vs Tealium iQ Tag ManagementGoogle Tag Manager vs Adobe Experience Platform TagsTealium iQ Tag Management vs Adobe Experience Platform Tags
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.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
04E05
06E07
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Tealium iQ Tag Management47%
Tealium iQ Tag Management47%02Google Tag Manager27%
Google Tag Manager27%03Adobe Experience Platform Tags13%
Adobe Experience Platform Tags13%04Piwik PRO Tag Manager2%
Piwik PRO Tag Manager2%05Ensighten Manage0%
06Matomo Tag Manager0%
Matomo Tag Manager0%07Ensighten0%
08Segment0%
Segment0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Qwen 3.7 Flash, GLM 4.7 FlashX 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 Manager32%
23 of 72 labels negative · 12 of 12 models · 4 hard negative
“Google Tag Manager (Standard/Free Version): - Why caution/avoid? ... lacks enterprise features like advanced RBAC, guaranteed SLAs” Grok 4.20, negative prompt
Tealium iQ Tag Management15%
10 of 65 labels negative · 7 of 12 models · 2 hard negative
“Avoid pure "Enterprise" quotes from legacy vendors (Tealium, Adobe)” Qwen 3.7 Flash, budget prompt
Adobe Experience Platform Tags13%
8 of 61 labels negative · 6 of 12 models · 2 hard negative
“Avoid: If you're considering legacy Adobe Tag Manager (DTM) implementations... or avoid entirely in favor of newer enterprise solutions.” GLM 4.7 FlashX, negative prompt
Ensighten
35%
6 of 17 labels negative · 5 of 12 models · 3 hard negative
“traditional enterprise Tag Management Systems (TMS) like Tealium, Ensighten, or Google Tag Manager 360 are often poor choices” Qwen 3.7 Flash, budget 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
18 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. 258 links across 123 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 · Guideflow11 answers · 11 citations · 3 models
vendor site · Usercentrics10 answers · 11 citations · 3 models
8 answers · 8 citations · 4 models
vendor site · Improvado7 answers · 8 citations · 3 models
vendor site · ObservePoint7 answers · 7 citations · 3 models
7 answers · 7 citations · 3 models
6 answers · 7 citations · 2 models
vendor site · TrustRadius6 answers · 7 citations · 2 models
vendor site · Gartner6 answers · 6 citations · 3 models
vendor site · checkthat.ai5 answers · 5 citations · 2 models
5 answers · 5 citations · 2 models
5 answers · 5 citations · 1 model
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.
11 answers · 3 models
10 answers · 3 models
7 answers · 3 models
7 answers · 3 models
7 answers · 3 models
6 answers · 3 models
6 answers · 2 models
6 answers · 2 models
5 answers · 2 models
5 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 |
|---|---|---|---|---|---|---|---|
| Tealium iQ Tag Management tealium.com Tealium iQ Tag Management 47%, Tealium Customer Data Hub 4% | 51% | 176 | 40 | 0 | 9,399 | 32 | 1 |
| Google parent site Google Tag Manager 27% | 27% | 198 | 90,500 | 863 | |||
| Adobe parent site Adobe Experience Platform Tags 13%, Adobe Real-Time CDP 0% | 13% | 262 | 1,220,000 | 117,563 | |||
| Piwik PRO Enterprise piwik.pro Piwik PRO Tag Manager 2%, Piwik PRO Enterprise 2% | 4% | 74 | 10 | 0 | 95,862 | 8 | |
| Self-Hosted Matomo Tag Manager | 2% | ||||||
| Server-Side GTM | 2% | 140 | 30 | ||||
| Ensighten Manage | 0% | 10 | 2 | ||||
| Matomo Tag Manager matomo.org | 0% | 70 | 50 | 4 | 35,015 | 9 | |
| Commanders Act Enterprise Tag Manager commandersact.com | 0% | 30 | 0 | 104 | |||
| JENTIS jentis.com | 0% | 13 |
Google's top ten for the two searches hold 14 sites; 2 of them are among the sites the models cited here (gartner.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 an enterprise B2B company?”Paraphrase“Which website tag manager would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade tag management systems and how do they differ?”Budget-constrained“What is the best tag management system 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 tag management system. What should we look at?”Negative“Which tag management systems should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceGoogle Tag ManagerChangedno first choiceGoogle Tag Managerno first choiceagainst: Google Tag Manager, Matomo Tag Manager, Yottaa
Three alternatives
Adobe Experience Platform Tags, Ensighten, Tealium iQ Tag ManagementThree alternatives
Adobe Experience Platform Tags, Ensighten Manage, Tealium iQ Tag ManagementThree alternatives
Ensighten, Piwik PRO Tag Manager, Tealium iQ Tag ManagementGPT-5.4 miniTealium iQ Tag Managementagainst: Google Tag ManagerGoogle Tag ManagerChangedAdobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Ensighten ManagePiwik PRO Enterpriseno first choicenothing named
One alternative
Adobe Experience Platform TagsTwo alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementOne alternative
Google Tag ManagerThree alternatives
Adobe Data Collection, Google Tag Manager, Tealium iQ Tag ManagementGemini 3.5 FlashGoogle Tag Manager, Server-Side GTMGoogle Tag ManagerChangedTealium iQ Tag ManagementGoogle Tag ManagerTealium iQ Tag Managementagainst: Ensighten, Google Tag Manager, Matomo Tag Manager, Qubit OpenTag, Signal
Five alternatives
Adobe Experience Platform Tags, Piwik PRO Tag Manager, RudderStack, Segment, Tealium iQ Tag ManagementThree alternatives
Adobe Experience Platform Tags, Piwik PRO Tag Manager, Tealium iQ Tag ManagementFour alternatives
Adobe Experience Platform Tags, CHEQ Control & Compliance, Commanders Act Enterprise Tag Manager, Google Tag ManagerThree alternatives
Adobe Experience Platform Tags, Matomo Tag Manager, Tealium iQ Tag ManagementTwo alternatives
Adobe Experience Platform Tags, Google Tag ManagerPerplexity SonarTealium Customer Data Hub, Tealium iQ Tag ManagementTealium iQ Tag ManagementChangedTealium iQ Tag Managementagainst: Google Tag ManagerAdobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Google Tag Managerno first choiceagainst: Google Tag Manager, Matomo Tag Manager
Two alternatives
Adobe Experience Platform Tags, Google Tag ManagerFour alternatives
Adobe Experience Platform Tags, Google Tag Manager, Matomo Tag Manager, Piwik PRO Tag ManagerThree alternatives
Adobe Experience Platform Tags, Ensighten, Piwik PRO Tag ManagerOne alternative
Google Tag ManagerGrok 4.20Tealium iQ Tag ManagementTealium iQ Tag ManagementHeldagainst: EnsightenGoogle Tag ManagerGoogle Tag Manageragainst: Adobe Experience Platform Tags, Ensighten, Tealium iQ Tag ManagementAdobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Google Tag Manageragainst: Adobe Experience Platform Tags, Google Tag Manager, Matomo Tag Manager, ObservePoint, Piwik PRO Tag Manager, Segment, Yottaa
Four alternatives
Adobe Experience Platform Tags, Ensighten Manage, Google Tag Manager, Piwik PRO Tag ManagerThree alternatives
Adobe Experience Platform Tags, Google Tag Manager, Piwik PRO Tag ManagerThree alternatives
Adobe Experience Platform Tags, Ensighten Manage, Tealium iQ Tag ManagementOne alternative
Piwik PRO Tag ManagerMistral SmallTealium iQ Tag ManagementGoogle Tag ManagerChangedEnsighten Manage, Tealium iQ Tag ManagementGoogle Tag Manageragainst: Ensighten, TagCommander, Tealium iQ Tag Management, Yottaano first choiceagainst: Adobe Experience Platform Tags, Google Tag Manager, Tealium iQ Tag Management
Two alternatives
Adobe Experience Platform Tags, Ensighten ManageOne alternative
Adobe Experience Platform TagsFive alternatives
Adobe Experience Platform Tags, Commanders Act Enterprise Tag Manager, Google Tag Manager, JENTIS, Piwik PRO Tag ManagerTwo alternatives
Adobe Experience Platform Tags, Piwik PRO Tag ManagerDeepSeek V4 FlashTealium iQ Tag ManagementTealium iQ Tag ManagementHeldagainst: Google Tag ManagerTealium iQ Tag ManagementGoogle Tag Manageragainst: Ensighten Manage, Matomo Tag Manager, Piwik PRO Tag Manager, Segment, Tealium iQ Tag ManagementAdobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Commanders Act TagCommander, Ensighten, Google Tag Manager, Piwik PRO Tag Manager, Segment, Signal, TagMan, Tealium iQ Tag Management
Three alternatives
Adobe Experience Platform Tags, Google Tag Manager, SegmentOne alternative
Adobe Real-Time CDPSix alternatives
Adobe Experience Platform Tags, Commanders Act TagCommander, Ensighten, Google Tag Manager, Piwik PRO Tag Manager, SegmentOne alternative
Adobe Experience Platform TagsTwo alternatives
Ensighten Manage, Google Tag ManagerLlama 4 Maverickno first choiceno first choiceHeldno first choiceTealium iQ Tag ManagementAdobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Adobe Experience Platform Tags, Google Tag Manager, Segment, Tealium iQ Tag Management
Two alternatives
Google Tag Manager, Matomo Tag ManagerTwo alternatives
Matomo Tag Manager, Piwik PRO Tag ManagerQwen 3.7 FlashTealium iQ Tag Managementagainst: Google Tag ManagerAdobe Experience Platform TagsChangedagainst: Google Tag ManagerAdobe Experience Platform Tags, Ensighten, Tealium iQ Tag ManagementPiwik PRO Tag Manageragainst: Adobe Experience Platform Tags, Ensighten, Google Tag Manager, Tealium iQ Tag Managementno first choiceagainst: Google Tag Manager
One alternative
Adobe Experience Platform TagsTwo alternatives
Google Tag Manager, Tealium iQ Tag ManagementOne alternative
Piwik PRO Tag ManagerTwo alternatives
JENTIS, Matomo Tag ManagerKimi K2Tealium iQ Tag ManagementTealium iQ Tag ManagementHeldagainst: Google Tag ManagerTealium iQ Tag ManagementAdobe Experience Platform Tags, Tealium iQ Tag Managementagainst: Matomo Cloud, Piwik PRO Tag Manager, Segmentno first choiceagainst: Google Tag Manageragainst: Adobe Dynamic Tag Management, Google Tag Manager, Qubit, Segment, Signal, TagCommander
Two alternatives
Adobe Experience Platform Tags, Google Tag ManagerOne alternative
Adobe Experience Platform TagsThree alternatives
Adobe Experience Platform Tags, Ensighten Manage, Google Tag ManagerTwo alternatives
Google Tag Manager, YottaaTwo alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementGLM 4.7 FlashXTealium iQ Tag Managementagainst: Braze, IterableGoogle Tag ManagerChangedTealium iQ Tag ManagementSelf-Hosted Matomo Tag Manageragainst: Adobe Experience Platform Tags, Tealium iQ Tag Managementno first choiceagainst: Adobe Experience Platform Tags, Google Tag Manager, Tealium iQ Tag Management
Three alternatives
Adobe Experience Platform Tags, RudderStack, SnowplowTwo alternatives
Adobe Experience Platform Tags, Tealium iQ Tag ManagementFive alternatives
Adobe Experience Platform Tags, Commanders Act TagCommander, Ensighten Manage, Google Tag Manager, Piwik PRO Tag ManagerTwo alternatives
Google Tag Manager, Piwik PRO Tag ManagerFour alternatives
Adobe Experience Platform Tags, Google Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementMiniMax M2.5Tealium iQ Tag ManagementTealium Customer Data HubChangedGoogle Tag Manager, Tealium iQ Tag ManagementGoogle Tag ManagerTealium iQ Tag Managementagainst: Google Tag Manageragainst: Adobe Experience Platform Tags, Google Tag Manager, Server-Side GTM, Tealium iQ Tag Management
Four alternatives
Adobe Experience Platform Tags, Ensighten Manage, Google Tag Manager, Matomo Tag ManagerTwo alternatives
Adobe Experience Platform Tags, Google Tag ManagerFive alternatives
Adobe Experience Platform Tags, Ensighten, Matomo Tag Manager, Piwik PRO Tag Manager, SnowplowThree alternatives
Matomo Tag Manager, Piwik PRO Tag Manager, Tealium iQ Tag ManagementTwo alternatives
Ensighten Manage, Piwik PRO 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 | 2026-09-14 23:55 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:38 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:09 | yes | 14 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:06 | yes | 16 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 03:57 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:14 | yes | 0 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:10 | yes | 0 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:46 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:34 | yes | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:35 | yes | 0 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:04 | yes | 0 | 70 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:42 | yes | 0 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:07 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:50 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:52 | yes | 3 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 01:49 | yes | 20 | 6 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) | 2026-09-14 23:50 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:25 | yes | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:13 | yes | 0 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:11 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:14 | no | 0 | 49 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:18 | yes | 0 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:55 | yes | 0 | 10 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:38 | yes | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:37 | yes | 13 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:17 | yes | 7 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:29 | yes | 24 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 04:23 | 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 03:30 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 22:56 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:26 | yes | 0 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:10 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:24 | yes | 0 | 36 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:59 | yes | 0 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:09 | yes | 0 | 27 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:09 | yes | 0 | 22 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:19 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:34 | yes | 2 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:16 | yes | 14 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 22:54 | yes | 17 | 5 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 01:13 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:27 | yes | 0 | 11 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:58 | yes | 0 | 49 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:46 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:39 | yes | 0 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:43 | yes | 0 | 77 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:14 | yes | 0 | 82 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:35 | yes | 0 | 56 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:55 | yes | 16 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:00 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:03 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:54 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:18 | yes | 0 | 22 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:08 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:24 | yes | 0 | 32 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:41 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:40 | yes | 0 | 41 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:45 | yes | 0 | 66 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:58 | yes | 0 | 48 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:14 | yes | 0 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:32 | yes | 13 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:30 | no | 0 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:17 | yes | 22 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:40 | 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 04:18 | yes | 0 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 05:04 | yes | 0 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:08 | yes | 0 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:23 | yes | 0 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:04 | yes | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:19 | yes | 0 | 74 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:20 | yes | 0 | 36 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:03 | yes | 0 | 30 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 read as Adobe Experience Platform Tags
Adobe Exp. Platform Tags read as Adobe Experience Platform Tags
Adobe Experience Platform (AEP) Tags read as Adobe Experience Platform Tags
Commanders Act read as Commanders Act Enterprise Tag Manager
Commanders Act (TagCommander) read as Commanders Act Enterprise Tag Manager
Matomo read as Matomo Tag Manager
Matomo (Self-Hosted) read as Matomo Tag Manager
Matomo (self-hosted) read as Matomo Tag Manager
Piwik PRO read as Piwik PRO Tag Manager
Piwik PRO Business read as Piwik PRO Tag Manager
Tealium read as Tealium iQ Tag Management
Tealium iQ read as Tealium iQ Tag Management
Unresolved, counted raw
Adobe Data Collection
Adobe Experience Platform Web
CHEQ Control & Compliance
Feroot
Matomo Cloud
Piwik PRO Enterprise
Self-Hosted Matomo Tag Manager
Discontinued, still offered
No shut-down product was recommended here.