Customer data platforms
Asked as “customer data platform”, and as “CDP”, on behalf of a mid-market B2B company. 44 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
48%
Clear leader
48Segment20Hightouch14RudderStack18others
42% of first choices, a clear leader, and an endorsed one: 8% of its 24 labels were negative. Segment takes second on share and first on resentment.
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 eight 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.
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
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Segment48%
Segment48%02Hightouch20%
Hightouch20%03RudderStack14%
RudderStack14%04BlueConic5%
BlueConic5%05Tealium Customer Data Hub0%
Tealium Customer Data Hub0%06Bloomreach0%
Bloomreach0%07ActionIQ0%
ActionIQ0%08Klaviyo Data Platform0%
Klaviyo Data Platform0%09mParticle0%
mParticle0%10Treasure Data0%
Treasure Data0%11Salesforce Data Cloud0%
Salesforce Data Cloud0%12Adobe Real-Time CDP0%
Adobe Real-Time CDP0%What they warned about
Eight of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Grok 4.20, Llama 4 Maverick and Qwen 3.7 Flash 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 CDP54%
14 of 26 labels negative · 6 of 12 models · 5 hard negative
“Adobe Real-Time CDP – Skip if you're not already deeply in the Adobe ecosystem” DeepSeek V4 Flash, negative prompt
Segment14%
8 of 57 labels negative · 6 of 12 models
“Segment’s pricing is tied to Monthly Tracked Users (MTUs), which can scale aggressively and become highly expensive for mid-market budgets.” Gemini 3.5 Flash, paraphrase prompt
Salesforce Data Cloud34%
10 of 29 labels negative · 5 of 12 models · 2 hard negative
“Avoid enterprises like Salesforce/Adobe unless deeply invested (8+ weeks, $100K+).” Grok 4.20, paraphrase prompt
Tealium Customer Data Hub15%
6 of 41 labels negative · 5 of 12 models · 2 hard negative
“Avoid enterprise CDPs like Adobe or Tealium (custom, $50K+/year)” Grok 4.20, 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. 263 links across 130 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.
11 answers · 22 citations · 3 models
8 answers · 10 citations · 4 models
vendor site · Improvado8 answers · 9 citations · 3 models
vendor site · InsiderOne7 answers · 7 citations · 3 models
vendor site · Albato6 answers · 6 citations · 2 models
vendor site · Bloomreach6 answers · 6 citations · 2 models
vendor site · Gartner5 answers · 6 citations · 2 models
vendor site · Hightouch5 answers · 6 citations · 3 models
5 answers · 5 citations · 1 model
vendor site · Decentriq5 answers · 5 citations · 3 models
4 answers · 5 citations · 2 models
vendor site · Reddit4 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.
8 answers · 3 models
7 answers · 3 models
6 answers · 3 models
6 answers · 2 models
5 answers · 2 models
5 answers · 1 model
5 answers · 3 models
5 answers · 3 models
4 answers · 1 model
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 48% | 48% | 460 | 135,000 | 4,343 | 9,086 | 0 | ||
| Hightouch hightouch.com | 20% | 399 | 12,100 | 434 | 127,772 | 23 | 7 | |
| RudderStack rudderstack.com | 14% | 166 | 1,900 | 42 | 46,132 | 50 | ||
| BlueConic blueconic.com | 5% | 86 | 1,000 | 22 | 4,661 | $142 | 9 | 1 |
| Jitsu jitsu.com | 5% | 6 | 12,100 | 32,957 | 2,127 | |||
| HubSpot parent site HubSpot CDP 2%, HubSpot Customer Platform 2% | 5% | 34 | 368,000 | 9,776 | ||||
| PostHog posthog.com | 2% | 420 | 33,100 | 271 | 25,936 | 120 | ||
| Segment's free tiers | 2% | |||||||
| Tealium Customer Data Hub tealium.com | 0% | 138 | 40 | 0 | 9,399 | 32 | ||
| Bloomreach bloomreach.com | 0% | 85 | 3,600 | 138 | 90,056 | $8,272 | 43 |
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, 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 mid-market B2B company?”Paraphrase“Which CDP would you recommend to a mid-sized B2B company?”Comparative“What are the top customer data platforms and how do they differ?”Budget-constrained“What is the best customer data platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a customer data platform. What should we look at?”Negative“Which customer data platforms should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldno first choiceSegmentno first choiceagainst: Microsoft Dynamics 365 Customer Insights
One alternative
monday CRMGPT-5.4 miniHightouchHubSpot Customer PlatformChangedno first choiceHightouchagainst: Segmentno first choicenothing named
One alternative
SegmentTwo alternatives
Salesforce Data Cloud, SegmentNine alternatives
ActionIQ, Adobe Real-Time CDP, Amperity, BlueConic, Salesforce Data Cloud, Segment, Tealium Customer Data Hub, Treasure Data, mParticleOne alternative
RudderStackGemini 3.5 FlashHightouchHightouchHeldagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Segmentno first choiceHightouch, RudderStackagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Segment, Tealium Customer Data Hubno first choiceagainst: Adobe Real-Time CDP, Salesforce Data Cloudagainst: Adobe Real-Time CDP, BlueConic, Census, Hightouch, Lytics, RudderStack, Salesforce Data Cloud, Segment, Tealium Customer Data Hub, mParticle
Five alternatives
6sense, BlueConic, Census, Demandbase, SegmentFive alternatives
Census, Factors.ai, HubSpot CDP, Koala, RudderStackTen alternatives
ActionIQ, Adobe Real-Time CDP, Bloomreach, Customer.io, Hightouch, Insider, Klaviyo Data Platform, Salesforce Data Cloud, Segment, Tealium Customer Data HubThree alternatives
Able CDP, Customer.io, PostHogPerplexity SonarSegmentSegmentHeldno first choiceSegmentno first choiceagainst: Klaviyo Data Platform
Three alternatives
BlueConic, Hightouch, Tealium Customer Data HubFour alternatives
BlueConic, Hightouch, Tealium Customer Data Hub, mParticleThree alternatives
Brevo, Klaviyo Data Platform, RudderStackGrok 4.20Hightouch, Segmentagainst: Adobe Real-Time CDP, Salesforce Data Cloud, Treasure DataSegmentChangedagainst: Adobe Real-Time CDP, Salesforce Data Cloudno first choiceSegmentagainst: Adobe Real-Time CDP, HubSpot CDP, Tealium Customer Data Hub, Zohono first choiceagainst: Hightouch, Lytics, Salesforce Data Cloud, Segment, mParticle
Two alternatives
BlueConic, Tealium Customer Data HubFour alternatives
BlueConic, Hightouch, RudderStack, Tealium Customer Data HubTwo alternatives
Hightouch, RudderStackFour alternatives
ActionIQ, BlueConic, Hightouch, SegmentMistral SmallSegmentSegmentHeldno first choiceSegmentSegmentnothing named
Three alternatives
BlueConic, Hightouch, Tealium Customer Data HubThree alternatives
BlueConic, Hightouch, Tealium Customer Data HubThree alternatives
Hightouch, Klaviyo Data Platform, RudderStackFour alternatives
BlueConic, Hightouch, Klaviyo Data Platform, Tealium Customer Data HubDeepSeek V4 FlashHightouchagainst: HubSpot CDP, Klaviyo Data PlatformHightouchHeldno first choiceRudderStackagainst: Adobe Real-Time CDP, BlueConic, Salesforce Data Cloud, Tealium Customer Data Hub, Treasure Data, mParticleno first choiceagainst: Adobe Real-Time CDP, Hightouch, Klaviyo Data Platform, Segment
Four alternatives
BlueConic, Salesforce Data Cloud, Segment, Tealium Customer Data HubThree alternatives
Salesforce Data Cloud, Segment, Tealium Customer Data HubNine alternatives
Adobe Real-Time CDP, Amperity, BlueConic, Hightouch, RudderStack, Salesforce Data Cloud, Segment, Tealium Customer Data Hub, mParticleThree alternatives
Hightouch, Klaviyo Data Platform, SegmentLlama 4 Maverickno first choiceBlueConic, SegmentChangedno first choiceJitsu, RudderStack, Segment's free tiersno first choicenothing named
Qwen 3.7 FlashBlueConic, Hightouch, SegmentSegmentChangedSegmentagainst: Adobe Real-Time CDPHubSpot CDP, RudderStackagainst: Adobe Real-Time CDP, Optimizely CMS, Oracle Unityno first choiceagainst: Adobe Real-Time CDP, Hightouch, Klaviyo Data Platform, Segment
Five alternatives
ActionIQ, Destiny, Rivet/Airbyte Stack, Salesforce Data Cloud, Tealium Customer Data HubTwo alternatives
Keela, RudderStackFour alternatives
RudderStack, Salesforce Data Cloud, Snowplow, mParticleThree alternatives
Bloomreach, Segment, Zoho AnalyticsKimi K2SegmentSegmentHeldSegmentJitsu, PostHogno first choiceagainst: Tealium Customer Data Hub, mParticleagainst: ActionIQ, BlueConic, Lytics, Segment, mParticle
Three alternatives
BlueConic, Hightouch, Tealium Customer Data HubTwo alternatives
BlueConic, HightouchTen alternatives
Adobe Real-Time CDP, Bloomreach, BlueConic, Hightouch, Klaviyo Data Platform, RudderStack, Salesforce Data Cloud, Tealium Customer Data Hub, Treasure Data, mParticleFour alternatives
Census, Hightouch, RudderStack, SegmentFour alternatives
BlueConic, Census, Hightouch, SegmentGLM 4.7 FlashXSegmentSegmentHeldno first choiceRudderStackno first choiceagainst: Adobe Real-Time CDP, Salesforce Data Cloud
Two alternatives
Hightouch, Tealium Customer Data HubThree alternatives
BlueConic, Tealium Customer Data Hub, mParticleThree alternatives
HubSpot CDP, Klaviyo Data Platform, SegmentMiniMax M2.5SegmentSegmentHeldno first choiceRudderStack, Segmentagainst: Adobe Real-Time CDP, Amperity, Salesforce Data Cloud, Tealium Customer Data Hubno first choicenothing named
Three alternatives
BlueConic, Hightouch, Tealium Customer Data HubThree alternatives
BlueConic, Hightouch, Tealium Customer Data HubTwo alternatives
Capsule CRM, CoffeeBold 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 03:50 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:54 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:31 | yes | 21 | 35 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 03:08 | yes | 20 | 6 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 03:30 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:23 | yes | 0 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:01 | yes | 0 | 15 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:11 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:44 | yes | 0 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:03 | yes | 0 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:21 | yes | 0 | 13 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:47 | yes | 0 | 11 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:09 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:11 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:51 | yes | 5 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 04:02 | yes | 19 | 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 01:05 | yes | 0 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:17 | yes | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:28 | yes | 0 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:13 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:50 | no | 0 | 40 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:29 | yes | 0 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:24 | yes | 0 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:29 | yes | 0 | 11 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:40 | yes | 8 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:07 | yes | 3 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:02 | yes | 19 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 00:28 | 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 04:36 | yes | 0 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:23 | yes | 0 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:15 | yes | 0 | 16 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:34 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:42 | no | 0 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 05:05 | yes | 0 | 55 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:09 | yes | 0 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:17 | yes | 0 | 12 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:20 | yes | 8 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:15 | no | 0 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:32 | yes | 20 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 01:19 | 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 02:50 | yes | 0 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:40 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:57 | yes | 0 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:19 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:21 | no | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:08 | yes | 0 | 41 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:16 | yes | 0 | 99 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:34 | yes | 0 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:28 | no | 0 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:55 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:40 | yes | 12 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 23:35 | 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 02:46 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:34 | yes | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:25 | yes | 0 | 47 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:42 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:38 | yes | 0 | 39 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:57 | yes | 0 | 58 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:51 | yes | 0 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:27 | yes | 0 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:06 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 22:52 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:32 | yes | 25 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 03:30 | 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 03:34 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:27 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:26 | yes | 0 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 22:56 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:05 | yes | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:35 | yes | 0 | 57 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:40 | yes | 0 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:22 | yes | 0 | 18 s |
Noise floor in this category
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHide
Claude Haiku 4.5
2 of 2 flipped
GPT-5.4 mini
1 of 3 flipped
Gemini 3.5 Flash
2 of 3 flipped
Perplexity Sonar
1 of 3 flipped
Grok 4.20
3 of 4 flipped
Mistral Small
1 of 4 flipped
DeepSeek V4 Flash
2 of 4 flipped
Llama 4 Maverick
1 of 2 flipped
Qwen 3.7 Flash
5 of 5 flipped
Kimi K2
4 of 5 flipped
GLM 4.7 FlashX
2 of 3 flipped
MiniMax M2.5
1 of 3 flipped
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 (Native) read as HubSpot CDP
HubSpot (Smart CRM + Operations Hub) read as HubSpot CDP
HubSpot's CDP read as HubSpot CDP
Klaviyo read as Klaviyo Data Platform
Oracle read as Oracle Unity
Salesforce read as Salesforce Data Cloud
Salesforce (Customer 360) read as Salesforce Data Cloud
Tealium read as Tealium Customer Data Hub
Tealium AudienceStream read as Tealium Customer Data Hub
Unresolved, counted raw
Bikky
Destiny
Keela
Rivet/Airbyte Stack
Segment's free tiers
Zoho
Discontinued, still offered
No shut-down product was recommended here.