Customer data platforms for small business buyers
Asked as “customer data platform”, and as “CDP”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
39%
Contested · HubSpot CDP 20%
39Segment20HubSpot CDP16RudderStack25others
39% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Segment39%
Segment39%02HubSpot CDP20%
HubSpot CDP20%03RudderStack16%
RudderStack16%04Hightouch6%
Hightouch6%05Brevo6%
Brevo6%06Klaviyo Data Platform2%
Klaviyo Data Platform2%07Customer.io2%
Customer.io2%08mParticle0%
mParticle0%09Tealium Customer Data Hub0%
Tealium Customer Data Hub0%10Salesforce Data Cloud0%
Salesforce Data Cloud0%11Adobe Real-Time CDP0%
Adobe Real-Time CDP0%What they warned about
Two 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, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, 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.
Adobe Real-Time CDP96%
22 of 23 labels negative · 10 of 12 models · 17 hard negative
“you want to avoid enterprise-level CDPs like Adobe Real-Time CDP or Salesforce Data Cloud, which can easily cost over $100,000 annually” Gemini 3.5 Flash, paraphrase prompt
Salesforce Data Cloud79%
22 of 28 labels negative · 10 of 12 models · 13 hard negative
“Salesforce Data Cloud - Requires 8-16 weeks minimum implementation, mid-six-figure annual costs, and deep Salesforce ecosystem lock-in” Mistral Small, negative prompt
Segment23%
14 of 61 labels negative · 10 of 12 models
“Twilio Segment-like setups — can be excellent, but small businesses should verify whether they're buying a simpler SMB fit or an enterprise motion” GPT-5.4 mini, negative prompt
Tealium Customer Data Hub80%
12 of 15 labels negative · 7 of 12 models · 9 hard negative
“traditional enterprise Customer Data Platforms (CDPs) like Tealium, Adobe Real-Time CDP, or Salesforce Data Cloud are usually poor choices” Gemini 3.5 Flash, comparative 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. 275 links across 110 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 · InsiderOne11 answers · 11 citations · 3 models
10 answers · 17 citations · 3 models
10 answers · 17 citations · 3 models
vendor site · Hightouch8 answers · 11 citations · 2 models
vendor site · Improvado8 answers · 9 citations · 3 models
vendor site · Coffee7 answers · 9 citations · 3 models
6 answers · 8 citations · 3 models
vendor site · Bloomreach6 answers · 6 citations · 4 models
vendor site · Gartner6 answers · 6 citations · 3 models
vendor site · Reddit5 answers · 6 citations · 2 models
vendor site · Albato5 answers · 5 citations · 1 model
vendor site · Brevo5 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.
9 answers · 3 models
8 answers · 3 models
7 answers · 2 models
6 answers · 3 models
5 answers · 2 models
5 answers · 1 model
5 answers · 1 model
5 answers · 2 models
4 answers · 2 models
4 answers · 1 model
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 |
|---|---|---|---|---|---|---|---|---|
| Twilio segment.com Segment 39% | 39% | 460 | 135,000 | 4,343 | 9,086 | 0 | ||
| HubSpot parent site HubSpot CDP 20%, HubSpot Marketing Hub 2%, HubSpot Breeze Intelligence 2%, HubSpot Customer Platform 2% | 25% | 991 | 368,000 | 9,776 | ||||
| RudderStack rudderstack.com | 16% | 166 | 1,900 | 42 | 46,132 | 50 | ||
| Hightouch hightouch.com | 6% | 399 | 12,100 | 434 | 127,772 | 23 | 7 | |
| Brevo brevo.com | 6% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 | |
| Klaviyo Data Platform klaviyo.com | 2% | 41 | 20 | 1 | 200,057 | $572 | 20 | |
| Customer.io customer.io | 2% | 218 | 2,900 | 174 | 15,750 | $6,920 | 112 | |
| Coffee coffee.ai | 2% | 27 | ||||||
| Insider insiderone.com | 2% | 125 | 27,100 | 356,013 | 81,938 | 1 | 5 | |
| ActiveCampaign activecampaign.com | 0% | 437 | 18,100 | 307 | 235,709 | $1,424 | 32 |
Google's top ten for the two searches hold 16 sites; 5 of them are among the sites the models cited here (cdp.com, gartner.com, hightouch.com, insiderone.com, reddit.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 a small B2B company?”Paraphrase“Which CDP would you recommend to a small business that sells to other businesses?”Comparative“What are the top customer data platforms for a small team and how do they differ?”Budget-constrained“What is the best customer data platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a customer data platform. What should we look at?”Negative“Which customer data platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot CDPagainst: mParticleHubSpot CDP, SegmentChangedBlueConic, SegmentInsider, Segmentno first choicenothing named
Two alternatives
RudderStack, SegmentThree alternatives
Klaviyo Data Platform, Mailchimp, Salesforce Data CloudOne alternative
BloomreachOne alternative
Klaviyo Data PlatformGPT-5.4 miniHightouchHubSpot Customer PlatformChangedRudderStackHightouchagainst: Segmentno first choiceagainst: Adobe Real-Time CDP, Oracle Unity, Salesforce Data Cloud, Segment, Tealium Customer Data Hub, Treasure Data, Uniphore
Two alternatives
Segment, Tealium Customer Data HubFour alternatives
Hightouch, Pipedrive, RudderStack, SegmentThree alternatives
Bloomreach, Hightouch, SegmentGemini 3.5 FlashHubSpot Breeze Intelligence, HubSpot CDPagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Tealium Customer Data HubHubSpot CDPChangedagainst: Adobe Real-Time CDP, Salesforce Data Cloud, SegmentHightouchagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Tealium Customer Data HubRudderStackagainst: Adobe Real-Time CDP, Amperity, Segment, Tealium Customer Data HubRudderStack, Segmentagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Tealium Customer Data Hubagainst: ActionIQ, Adobe Real-Time CDP, Amperity, Census, Hightouch, MessageGears, Oracle Unity, RudderStack, SAP Customer Data Platform, Salesforce Data Cloud, Segment, Treasure Data, mParticle
Four alternatives
Census, Dreamdata, Hightouch, SegmentThree alternatives
Census, Hightouch, OrttoFour alternatives
Customer.io, Klaviyo Data Platform, RudderStack, SegmentFive alternatives
ActiveCampaign, Hightouch, HubSpot CDP, Klaviyo Data Platform, PostHogFour alternatives
Census, Customer.io Data Pipelines, Hightouch, PostHogPerplexity SonarHubSpot CDP, Segmentagainst: Salesforce Data CloudBrevoChangedagainst: Salesforce Data CloudSegmentBrevo, Klaviyo Data Platformno first choiceagainst: Adobe Real-Time CDP, Amperity, Hightouch, Klaviyo Data Platform, Segment, Tealium Customer Data Hub
Two alternatives
Brevo, HightouchOne alternative
SegmentFour alternatives
Brevo, Klaviyo Data Platform, RudderStack, Salesforce Data CloudTwo alternatives
RudderStack, SegmentGrok 4.20Segmentagainst: mParticleSegmentHeldagainst: Adobe Real-Time CDP, Salesforce Data CloudRudderStack, SegmentHubSpot CDP, Segmentagainst: Adobe Real-Time CDP, Salesforce Data CloudSegmentagainst: Adobe Real-Time CDP, Salesforce Data Cloudagainst: Adobe Real-Time CDP, Blueshift, Hightouch, Salesforce Data Cloud, Segment, Treasure Data
Two alternatives
HubSpot CDP, RudderStackOne alternative
HubSpot CDPThree alternatives
Bloomreach, Brevo, HightouchOne alternative
RudderStackTwo alternatives
Brevo, HightouchMistral SmallSegmentHubSpot CDPChangedSegmentSegmentno first choiceagainst: ActionIQ, Adobe Real-Time CDP, Amperity, BlueConic, Lytics, Salesforce Data Cloud, Segment, Tealium Customer Data Hub, mParticle
Four alternatives
BlueConic, Hightouch, Lytics, Salesforce Data CloudTwo alternatives
ActiveCampaign, SegmentThree alternatives
Coffee, Hightouch, Klaviyo Data PlatformTwo alternatives
Hightouch, RudderStackDeepSeek V4 FlashHubSpot CDPSegmentChangedagainst: Adobe Real-Time CDP, Amperity, Salesforce Data Cloud, Tealium Customer Data HubCustomer.io, Klaviyo Data PlatformRudderStack, SegmentHightouch, RudderStack, Segmentagainst: Adobe Real-Time CDP, Bloomreach, Lytics, Salesforce Data Cloud, Tealium Customer Data Hub, Treasure Data, mParticleagainst: Adobe Real-Time CDP, Amperity, Hightouch, Segment, Tealium Customer Data Hub, Treasure Data, mParticle
Three alternatives
Hightouch, RudderStack, SegmentThree alternatives
Customer.io, Hightouch, PlanhatThree alternatives
Hightouch, RudderStack, SegmentThree alternatives
Census, Hightouch, Klaviyo Data PlatformOne alternative
Customer.ioLlama 4 Maverickno first choiceno first choiceHeldno first choiceRudderStack, Segmentno first choicenothing named
Two alternatives
Brevo, Zoho CRMQwen 3.7 FlashBrevo, Customer.ioagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Tealium Customer Data HubSegmentChangedBrevoSegmentno first choiceagainst: Adobe Experience Cloud, RudderStack, Salesforce Data Cloudagainst: Adobe Real-Time CDP, Census, Epsilon OneID, Hightouch, Klaviyo Data Platform, RudderStack, Salesforce Data Cloud, Segment
Two alternatives
Dotdigital, HightouchThree alternatives
Hightouch, RudderStack, Salesforce Data CloudThree alternatives
Klaviyo Data Platform, RudderStack, SegmentThree alternatives
Hightouch, Lytics, NvectaThree alternatives
HubSpot CDP, Looker Studio, SupermetricsKimi K2HubSpot CDPHubSpot Marketing HubChangedSegmentRudderStackno first choiceagainst: Adobe Real-Time CDP, Amperity, Bloomreach, BlueConic, Optimove, SAS, Salesforce Data Cloud, Segment, Tealium Customer Data Hub, mParticle
Four alternatives
ActiveCampaign, RudderStack, Segment, UserlistTwo alternatives
ActiveCampaign, SegmentFour alternatives
Customer.io, Hightouch, Klaviyo Data Platform, RudderStackTwo alternatives
Jitsu, SegmentGLM 4.7 FlashXHubSpot CDPagainst: Adobe Marketo Engage, BrazeSegmentChangedBrevoagainst: Hightouch, SegmentCoffee, Segmentagainst: Blueshiftno first choiceagainst: ActionIQ, Adobe Real-Time CDP, Amplitude, Microsoft Dynamics 365 Customer Insights, Salesforce Data Cloud, Segment, mParticle
Three alternatives
Customer.io, Iterable, SegmentThree alternatives
Hightouch, HubSpot Marketing Hub, Salesforce Data CloudTwo alternatives
HubSpot Marketing Hub, Klaviyo Data PlatformTwo alternatives
Ascent360, HightouchMiniMax M2.5RudderStack, SegmentSegmentChangedSegmentagainst: Adobe Real-Time CDP, Salesforce Data CloudRudderStackno first choiceagainst: Adobe Real-Time CDP, Hightouch, HubSpot CDP, Klaviyo Data Platform, Salesforce Data Cloud, Segment
One alternative
BlueConicOne alternative
BlueConicFour alternatives
Brevo, Hightouch, Klaviyo Data Platform, RudderStackFour alternatives
Census, Hightouch, Jitsu, SegmentBold 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 23:58 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:36 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:54 | yes | 27 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 05:04 | yes | 20 | 9 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 02:10 | yes | 0 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:51 | yes | 0 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:17 | yes | 0 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:40 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:04 | yes | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:33 | yes | 0 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:25 | yes | 0 | 47 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:01 | yes | 0 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:24 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:59 | no | 0 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:13 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:20 | 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) | 2026-09-15 01:46 | yes | 0 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:14 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:00 | yes | 0 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:59 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:59 | yes | 0 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:24 | yes | 0 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:50 | yes | 0 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:07 | yes | 0 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:58 | yes | 14 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:51 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:49 | yes | 20 | 33 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:39 | yes | 20 | 8 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 00:18 | yes | 0 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:04 | yes | 0 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:33 | yes | 0 | 53 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:40 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 05:08 | yes | 0 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:15 | yes | 0 | 50 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:29 | yes | 0 | 69 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:05 | yes | 0 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:15 | yes | 8 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:04 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:38 | yes | 20 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:50 | yes | 20 | 6 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 01:31 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:15 | yes | 0 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 05:05 | yes | 0 | 16 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:16 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:15 | yes | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 22:57 | yes | 0 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:14 | yes | 0 | 13 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:33 | yes | 0 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:27 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:11 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:28 | yes | 18 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 23:06 | yes | 20 | 9 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 04:38 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:50 | yes | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:29 | yes | 0 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:37 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:30 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:39 | yes | 0 | 30 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:33 | yes | 0 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:53 | yes | 0 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:49 | yes | 15 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:23 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:05 | yes | 13 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:45 | yes | 20 | 5 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 02:39 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:02 | yes | 0 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:22 | yes | 0 | 67 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:47 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:18 | yes | 0 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:46 | yes | 0 | 47 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:31 | yes | 0 | 151 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:50 | yes | 0 | 26 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
HubSpot read as HubSpot CDP
HubSpot (with Breeze) read as HubSpot CDP
HubSpot CRM read as HubSpot CDP
HubSpot Data Hub read as HubSpot CDP
Klaviyo read as Klaviyo Data Platform
Microsoft read as Microsoft Dynamics 365 Customer Insights
Oracle read as Oracle Unity
Salesforce read as Salesforce Data Cloud
Tealium read as Tealium Customer Data Hub
Tealium AudienceStream read as Tealium Customer Data Hub
Twilio read as Segment
Unresolved, counted raw
Ascent360
Customer.io Data Pipelines (formerly Jitsu)
Epsilon OneID
Microsoft CDP
server-side Google Tag Manager
Discontinued, still offered
No shut-down product was recommended here.