Customer data platforms for enterprise buyers
Asked as “customer data platform”, and as “CDP”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
41%
Clear leader
41Salesforce Data Cloud11Microsoft Dynamics 365 Customer Insights11Tealium Customer Data Hub37others
41% 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 three 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Salesforce Data Cloud41%
Salesforce Data Cloud41%02Tealium Customer Data Hub11%
Tealium Customer Data Hub11%03Treasure Data11%
Treasure Data11%04Hightouch7%
Hightouch7%05Adobe Real-Time CDP4%
Adobe Real-Time CDP4%06Segment4%
Segment4%07ActionIQ2%
ActionIQ2%08Amperity0%
Amperity0%09RudderStack0%
RudderStack0%10mParticle0%
mParticle0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Segment40%
17 of 43 labels negative · 10 of 12 models · 7 hard negative
“Avoid if: Unpredictable traffic or high event volumes without warehouse-native alternatives. Best for dev-led mid-market, not pure enterprise scale.” Grok 4.20, negative prompt
Adobe Real-Time CDP22%
10 of 46 labels negative · 7 of 12 models · 1 hard negative
“generally considered the most expensive option on the market and does not offer the flexibility of a warehouse-first architecture” Gemini 3.5 Flash, budget prompt
mParticle43%
9 of 21 labels negative · 6 of 12 models · 5 hard negative
“Options to Avoid for Your Use Case | mParticle | Per MTU/event volume | Same traffic-dependent unpredictability” Kimi K2, budget prompt
Salesforce Data Cloud16%
8 of 51 labels negative · 5 of 12 models · 3 hard negative
“uses a highly complex credit-based consumption model... leading to unpredictable year-end overage bills” Gemini 3.5 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
23 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. 315 links across 133 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.
15 answers · 25 citations · 3 models
vendor site · InsiderOne11 answers · 12 citations · 3 models
vendor site · Improvado10 answers · 12 citations · 3 models
vendor site · Decentriq9 answers · 9 citations · 3 models
vendor site · Hightouch8 answers · 9 citations · 3 models
8 answers · 8 citations · 3 models
vendor site · Gartner8 answers · 8 citations · 4 models
8 answers · 8 citations · 3 models
vendor site · Medium7 answers · 9 citations · 2 models
vendor site · Albato5 answers · 5 citations · 1 model
vendor site · Brevo5 answers · 5 citations · 1 model
5 answers · 5 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.
10 answers · 3 models
10 answers · 3 models
9 answers · 3 models
8 answers · 3 models
8 answers · 3 models
6 answers · 2 models
5 answers · 2 models
5 answers · 1 model
5 answers · 1 model
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 customer data platform”, “customer data platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Salesforce parent site Salesforce Data Cloud 41% | 41% | 354 | 550,000 | 60,632 | ||||
| Tealium Customer Data Hub tealium.com | 11% | 138 | 40 | 0 | 9,399 | 32 | ||
| Treasure Data treasure.ai | 11% | 105 | 1,600 | 43 | 801 | $82 | 7 | |
| Microsoft parent site Microsoft Dynamics 365 Customer Insights 11% | 11% | 29 | 2,240,000 | 403,136 | ||||
| Hightouch hightouch.com | 7% | 399 | 12,100 | 434 | 127,772 | 23 | 7 | |
| Adobe parent site Adobe Real-Time CDP 4% | 4% | 262 | 1,220,000 | 117,563 | ||||
| Twilio segment.com Segment 4% | 4% | 460 | 135,000 | 4,343 | 9,086 | 0 | ||
| ActionIQ uniphore.com ActionIQ 2%, Uniphore 0% | 2% | 52 | 590 | 11 | 6,916 | 0 | ||
| Oracle Fusion CDP | 2% | |||||||
| Ortto ortto.com | 2% | 2 |
Google's top ten for the two searches hold 16 sites; 6 of them are among the sites the models cited here (cdp.com, gartner.com, hightouch.com, insiderone.com, learn.g2.com, medium.com). The first result for “best customer data platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best customer data platform for an enterprise B2B company?”Paraphrase“Which CDP would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade customer data platforms and how do they differ?”Budget-constrained“What is the best customer data platform 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 customer data platform. What should we look at?”Negative“Which customer data platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Salesforce Data Cloudno first choiceChangedAdobe Real-Time CDP, Hightouch, Salesforce Data Cloud, Tealium Customer Data Hub, Treasure DataTreasure Dataagainst: Segmentno first choicenothing named
Five alternatives
ActionIQ, Adobe Real-Time CDP, Hightouch, Planhat, Tealium Customer Data HubFour alternatives
ActionIQ, HCL CDP, Klaviyo Data Platform, SegmentTwo alternatives
Adobe Real-Time CDP, RudderStackGPT-5.4 miniSalesforce Data CloudSalesforce Data CloudHeldno first choiceSegmentno first choicenothing named
Two alternatives
Segment, Tealium Customer Data HubTwo alternatives
Adobe Real-Time CDP, Tealium Customer Data HubSeven alternatives
Adobe Real-Time CDP, BlueConic, Oracle Unity, RudderStack, Salesforce Data Cloud, Segment, Tealium Customer Data HubOne alternative
mParticleGemini 3.5 FlashSalesforce Data Cloudagainst: 6sense, DemandbaseAdobe Real-Time CDPChangedAdobe Real-Time CDP, Salesforce Data CloudHightouchagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Segmentno first choiceagainst: Segment, Tealium Customer Data Hub, mParticleagainst: Adobe Real-Time CDP, Klaviyo Data Platform, Salesforce Data Cloud, Segment, Tealium Customer Data Hub, mParticle
Four alternatives
Adobe Real-Time CDP, Hightouch, Segment, Treasure DataFive alternatives
Census, Hightouch, Salesforce Data Cloud, Tealium Customer Data Hub, Treasure DataFour alternatives
Hightouch, Oracle Unity, Tealium Customer Data Hub, UniphoreTwo alternatives
Census, RudderStackThree alternatives
Census, GrowthLoop, HightouchPerplexity SonarSalesforce Data Cloudagainst: AmperitySalesforce Data Cloud, Tealium Customer Data HubChangedno first choiceMicrosoft Dynamics 365 Customer Insightsagainst: Adobe Real-Time CDP, Segment, Treasure Data, mParticleno first choiceagainst: Adobe Real-Time CDP, Brevo, CleverTap, Hightouch, HubSpot Data Platform, Klaviyo Data Platform, RudderStack, Salesforce Data Cloud, Segment
Five alternatives
ActionIQ, Adobe Real-Time CDP, Segment, Tealium Customer Data Hub, Treasure DataThree alternatives
Adobe Real-Time CDP, Segment, mParticleOne alternative
Salesforce Data CloudGrok 4.20Salesforce Data CloudSalesforce Data CloudHeldno first choiceMicrosoft Dynamics 365 Customer Insightsagainst: Segment, mParticleActionIQ, Tealium Customer Data Hubagainst: Adobe Real-Time CDP, Amperity, BlueConic, Redpoint Global, Segment, Tealium Customer Data Hub, Zeta Global, mParticle
Six alternatives
ActionIQ, Adobe Real-Time CDP, Hightouch, Oracle Unity, Tealium Customer Data Hub, Treasure DataThree alternatives
Adobe Real-Time CDP, Tealium Customer Data Hub, Treasure DataTwo alternatives
Tealium Customer Data Hub, Treasure DataTwo alternatives
Adobe Real-Time CDP, Salesforce Data CloudMistral SmallSalesforce Data CloudSalesforce Data CloudHeldSalesforce Data CloudTealium Customer Data Hubagainst: Klaviyo Data Platform, Segment, mParticleno first choiceagainst: Adobe Real-Time CDP, Oracle Unity, Salesforce Data Cloud
Three alternatives
ActionIQ, Adobe Real-Time CDP, Treasure DataThree alternatives
Adobe Real-Time CDP, Hightouch, Treasure DataSix alternatives
Adobe Real-Time CDP, Amperity, Hightouch, Segment, Tealium Customer Data Hub, Treasure DataThree alternatives
ActionIQ, Microsoft Dynamics 365 Customer Insights, Treasure DataDeepSeek V4 FlashOracle Fusion CDP, Salesforce Data CloudHightouch, Salesforce Data CloudChangedagainst: SegmentSegmentHightouchagainst: Adobe Real-Time CDP, Amperity, Salesforce Data Cloud, Segment, Treasure Datano first choiceagainst: ActionIQ, Adobe Real-Time CDP, BlueConic, Blueshift, Dun & Bradstreet, Leadspace, Lytics, Oracle Unity, Relay42, SAP Customer Data Platform, Salesforce Data Cloud, Segment, Zeotap, mParticle
Three alternatives
Hightouch, Segment, Treasure DataTwo alternatives
Adobe Real-Time CDP, AmperityFive alternatives
Adobe Real-Time CDP, Amperity, Salesforce Data Cloud, Tealium Customer Data Hub, mParticleTwo alternatives
ActionIQ, Tealium Customer Data HubLlama 4 MaverickSalesforce Data CloudSalesforce Data Cloud, Treasure DataChangedSalesforce Data CloudMicrosoft Dynamics 365 Customer Insights, Ortto, SAP Customer Data Platformno first choicenothing named
Three alternatives
ActionIQ, Adobe Real-Time CDP, Treasure DataTwo alternatives
BlueConic, SegmentEight alternatives
Adobe Real-Time CDP, Bloomreach, Customer.io, Dotdigital, Insider, Klaviyo Data Platform, Planhat, Tealium Customer Data HubQwen 3.7 FlashSalesforce Data CloudAdobe Real-Time CDP, Salesforce Real-Time CDPChangedno first choiceMicrosoft Dynamics 365 Customer Insightsno first choiceagainst: Adobe Real-Time CDP, Amplitude, Datorama, GoSquared, Heap, Iterable, Kissmetrics, Mixpanel, Salesforce Marketing Cloud, Segment
Four alternatives
ActionIQ, Adobe Real-Time CDP, Segment, Treasure DataTwo alternatives
Segment, Tealium Customer Data HubTwo alternatives
ActionIQ, Tealium Customer Data HubKimi K2Salesforce Data CloudSalesforce Data CloudHeldno first choiceMicrosoft Dynamics 365 Customer Insightsagainst: Salesforce Data Cloud, Segment, mParticleno first choiceagainst: Adobe Real-Time CDP, Census, Databricks CDP, Hightouch, RudderStack, Salesforce Data Cloud, Segment, Tealium Customer Data Hub, mParticle
Four alternatives
Adobe Real-Time CDP, Segment, Tealium Customer Data Hub, Treasure DataFour alternatives
Adobe Real-Time CDP, Hightouch, Tealium Customer Data Hub, Treasure DataTwo alternatives
SAP Customer Data Platform, Tealium Customer Data HubGLM 4.7 FlashXSegment, Tealium Customer Data HubSalesforce Data CloudChangedno first choiceTreasure Dataagainst: Segmentno first choicenothing named
Four alternatives
ActionIQ, Adobe Real-Time CDP, Amperity, Salesforce Data CloudThree alternatives
Adobe Real-Time CDP, Tealium Customer Data Hub, Treasure DataThree alternatives
ActionIQ, Salesforce Data Cloud, Tealium Customer Data HubMiniMax M2.5Salesforce Data CloudTreasure DataChangedno first choiceTealium Customer Data Hub, Treasure Dataagainst: Segmentno first choiceagainst: BlueConic, Blueshift, Dun & Bradstreet, Leadscape, SAP Customer Data Platform, Treasure Data, Zeotap
Three alternatives
ActionIQ, Adobe Real-Time CDP, Treasure DataTwo alternatives
ActionIQ, Salesforce Data CloudOne alternative
ActionIQBold 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 03:47 | yes | 7 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:31 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:29 | yes | 23 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:08 | yes | 20 | 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 03:25 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:25 | yes | 0 | 14 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:45 | yes | 0 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:22 | yes | 0 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:13 | yes | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:41 | yes | 0 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:19 | yes | 0 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:20 | yes | 0 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:04 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:23 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:19 | yes | 9 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:50 | yes | 20 | 5 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 03:13 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:22 | yes | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:45 | yes | 0 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:29 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:08 | no | 0 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:36 | yes | 0 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:32 | yes | 0 | 13 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:10 | yes | 0 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:14 | yes | 15 | 16 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:44 | yes | 8 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:09 | yes | 25 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:45 | yes | 20 | 10 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 00:26 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:37 | yes | 0 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:05 | yes | 0 | 42 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:31 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:05 | yes | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:21 | yes | 0 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:47 | yes | 0 | 49 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:17 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:24 | yes | 14 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:28 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:42 | yes | 20 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 04:33 | yes | 20 | 19 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 04:00 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:29 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 22:52 | yes | 0 | 57 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:51 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:26 | yes | 0 | 81 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:19 | yes | 0 | 92 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:07 | yes | 0 | 154 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:20 | yes | 0 | 35 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:42 | yes | 15 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:42 | yes | 2 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:04 | yes | 9 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 23:46 | yes | 20 | 10 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 02:14 | yes | 0 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:28 | yes | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:45 | yes | 0 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:25 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:19 | yes | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:05 | yes | 0 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:39 | yes | 0 | 100 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:53 | yes | 0 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:27 | yes | 15 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:09 | yes | 3 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:26 | yes | 20 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:04 | yes | 20 | 8 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 04:55 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:56 | yes | 0 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:53 | yes | 0 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:48 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:32 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:25 | yes | 0 | 95 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:57 | yes | 0 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:21 | yes | 0 | 22 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 Real-Time CDP
Adobe (Real-Time CDP) read as Adobe Real-Time CDP
Adobe Real-Time CDP B2B Edition read as Adobe Real-Time CDP
Klaviyo read as Klaviyo Data Platform
Oracle Unity Data Platform read as Oracle Unity
SAP read as SAP Customer Data Platform
Salesforce (Data Cloud) read as Salesforce Data Cloud
Tealium read as Tealium Customer Data Hub
Tealium (AudienceStream) read as Tealium Customer Data Hub
Tealium AudienceStream read as Tealium Customer Data Hub
Tealium AudienceStream CDP read as Tealium Customer Data Hub
Unresolved, counted raw
Databricks CDP
GoSquared
HCL CDP
HubSpot Data Platform
Leadscape
Oracle Fusion CDP (Unity)
Relay42
Salesforce Real-Time CDP
Stacksync
Tealium CloudStream
Discontinued, still offered
No shut-down product was recommended here.