Data management platforms for small business buyers
Asked as “data management platform for audiences”, and as “DMP”, on behalf of a small B2B company. 64 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · HubSpot Marketing Hub 20%
38Segment20HubSpot Marketing Hub06Hightouch36others
38% of first choices, contested.
Since October 2026▲+10Since October 2026: 28% → 38%, +10 points. Inside the 11-point floor: within noise.Segment held the lead, +10 points on 28%, inside the 11-point floor.
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.
Small business
Segment38%Contested▲+10Since October 2026: 28% → 38%, +10 points. Inside the 11-point floor: within noise.This pageMid-marketSegment36%Contested▼−1Since October 2026: 37% → 36%, −1 point. Inside the 11-point floor: within noise.Standing →Enterprise
Salesforce Data Cloud40%Contested▲+19Since October 2026: 21% → 40%, +19 points. Past the 11-point floor: movement.Standing →
Segment38%Contested▲+10Since October 2026: 28% → 38%, +10 points. Inside the 11-point floor: within noise.This pageMid-marketSegment36%Contested▼−1Since October 2026: 37% → 36%, −1 point. Inside the 11-point floor: within noise.Standing →EnterpriseSalesforce Data Cloud40%Contested▲+19Since October 2026: 21% → 40%, +19 points. Past the 11-point floor: movement.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Segment38%4%47endorsed leader▲+10Since October 2026: 28% → 38%, +10 points. Inside the 11-point floor: within noise.28% → 38%
Segment38%4%47endorsed leader▲+10Since October 2026: 28% → 38%, +10 points. Inside the 11-point floor: within noise.28% → 38%02
HubSpot Marketing Hub20%0%35accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise.23% → 20%
HubSpot Marketing Hub20%0%35accepted challenger▼−3Since October 2026: 23% → 20%, −3 points. Inside the 11-point floor: within noise.23% → 20%03
Hightouch6%12%17accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
Hightouch6%12%17accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%04
RudderStack3%10%21accepted challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%
RudderStack3%10%21accepted challenger▼−3Since October 2026: 6% → 3%, −3 points. Inside the 11-point floor: within noise.6% → 3%05
Airtable2%13%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Airtable2%13%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the ten products at 0%, ordered by negative rate
14
Oracle BlueKai0%92%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Oracle BlueKai0%92%13criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Collibra0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Collibra0%90%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%15
Adobe Audience Manager0%89%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Adobe Audience Manager0%89%19criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Adobe Real-Time CDP0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Adobe Real-Time CDP0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Informatica Intelligent Data Management Cloud0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Informatica Intelligent Data Management Cloud0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13Salesforce Data Cloud0%68%19criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Salesforce Data Cloud0%68%19criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
Snowflake0%50%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Snowflake0%50%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Lotame Spherical0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Lotame Spherical0%45%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Apollo.io0%0%15accepted challenger▼−9Since October 2026: 9% → 0%, −9 points. Inside the 11-point floor: within noise.9% → 0%
Apollo.io0%0%15accepted challenger▼−9Since October 2026: 9% → 0%, −9 points. Inside the 11-point floor: within noise.9% → 0%07
Klaviyo0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Klaviyo0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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 twenty-eight head-to-head pages: the top eight products, each against each
Segment vs BlueConicSegment vs Salesforce Audience StudioSegment vs Salesforce Data CloudSegment vs Oracle BlueKaiRudderStack vs HightouchRudderStack vs Adobe Audience ManagerRudderStack vs BlueConicRudderStack vs Salesforce Audience StudioRudderStack vs Salesforce Data CloudRudderStack vs Oracle BlueKaiHightouch vs Adobe Audience ManagerHightouch vs BlueConicHightouch vs Salesforce Audience StudioHightouch vs Salesforce Data CloudHightouch vs Oracle BlueKaiAdobe Audience Manager vs BlueConicAdobe Audience Manager vs Salesforce Audience StudioAdobe Audience Manager vs Salesforce Data CloudAdobe Audience Manager vs Oracle BlueKaiBlueConic vs Salesforce Audience StudioBlueConic vs Salesforce Data CloudBlueConic vs Oracle BlueKaiSalesforce Audience Studio vs Salesforce Data CloudSalesforce Audience Studio vs Oracle BlueKaiSalesforce Data Cloud vs Oracle BlueKai
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Segment38%
Segment38%02HubSpot Marketing Hub20%
HubSpot Marketing Hub20%03Hightouch6%
Hightouch6%04RudderStack3%
RudderStack3%05Airtable2%
Airtable2%06Apollo.io0%
Apollo.io0%07Klaviyo0%
Klaviyo0%08Snowflake0%
Snowflake0%09Lotame Spherical0%
Lotame Spherical0%10Informatica Intelligent Data Management Cloud0%
Informatica Intelligent Data Management Cloud0%11Adobe Real-Time CDP0%
Adobe Real-Time CDP0%12Collibra0%
Collibra0%13Salesforce Data Cloud0%
Salesforce Data Cloud0%14Oracle BlueKai0%
Oracle BlueKai0%15Adobe Audience Manager0%
Adobe Audience Manager0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, 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 Audience Manager89%
17 of 19 labels negative · 8 of 14 models · 11 hard negative
“"you should almost certainly avoid a traditional DMP (Data Management Platform)." Traditional DMPs like Adobe Audience Manager or Salesforce Audience Studio were built for large enterprises.” Muse Glimmer 30B, scale prompt
Salesforce Data Cloud68%
13 of 19 labels negative · 8 of 14 models · 7 hard negative
“Salesforce Data Cloud with 74% negative labeling, 17 of 23 labels negative... "as well as enterprise platforms like Salesforce Data Cloud, as they may not provide a good return on investment for small teams"” Muse Glimmer 30B, negative prompt
Adobe Real-Time CDP80%
8 of 10 labels negative · 7 of 14 models · 6 hard negative
“Avoid platforms like BlueConic or Adobe Experience Platform, which target enterprise customers with pricing often exceeding $100,000 annually” MiniMax M2.5, scale prompt
Collibra90%
9 of 10 labels negative · 7 of 14 models · 3 hard negative
“Enterprise-tier tools like Collibra or Informatica solve a coordination problem across many teams, not a data problem for a small business.” Muse Glimmer 30B, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
72 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 822 links across 281 sites, every framing counted. Ranked by the number of answers carrying the site or page. 68 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
38 answers · 68 citations · 10 models
publisher (Gane)37 answers · 63 citations · 10 models
vendor site · Spotsaas32 answers · 40 citations · 11 models
vendor site · Software Advice21 answers · 25 citations · 11 models
18 answers · 19 citations · 10 models
vendor site · Capterra12 answers · 20 citations · 6 models
vendor site · SourceForge11 answers · 13 citations · 6 models
vendor site · Albato11 answers · 11 citations · 5 models
11 answers · 11 citations · 7 models
vendor site · Shopify10 answers · 10 citations · 8 models
vendor site · HubSpot8 answers · 15 citations · 5 models
vendor site · Adobe8 answers · 11 citations · 6 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.
33 answers · 10 models
29 answers · 10 models
26 answers · 11 models
18 answers · 10 models
10 answers · 5 models
10 answers · 7 models
9 answers · 8 models
8 answers · 6 models
7 answers · 5 models
7 answers · 5 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 data management platform for audiences”, “data management platform for audiences”. 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 |
|---|---|---|---|---|---|---|---|
| Twilio segment.com Segment 38% | 38% | 460 | 135,000 | 4,343 | 9,086 | 0 | |
| HubSpot parent site HubSpot Marketing Hub 20%, HubSpot CRM 5%, HubSpot Breeze Intelligence 2% | 27% | 991 | 368,000 | 9,776 | |||
| Hightouch hightouch.com | 6% | 399 | 12,100 | 434 | 127,772 | 23 | |
| RudderStack rudderstack.com | 3% | 166 | 1,900 | 42 | 46,132 | 50 | |
| Brevo brevo.com | 3% | 440 | 40,500 | 327 | 81,741 | $17,847 | 106 |
| Fivetran fivetran.com Census 3% | 3% | 238 | 60,500 | 14,424 | 41,501 company | $126 | 97 |
| Airtable airtable.com | 2% | 94 | 165,000 | 2,461 | 143,237 | 118 | |
| Versium REACH versium.com | 2% | 11 | |||||
| Google analytics.google.com Google Analytics 4 2% | 2% | 473 | 9,900 | 348 | |||
| Zoho parent site Zoho CRM 2% | 2% | 331 | 49,500 | 660 |
Google's top ten for the two searches hold 15 sites; 1 of them are among the sites the models cited here (business.adobe.com). The first result for “best data management platform for audiences” is acquia.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 data management platform for audiences for a small B2B company?”Paraphrase“Which DMP would you recommend to a small business that sells to other businesses?”Comparative“What are the top data management platforms for a small team and how do they differ?”Budget-constrained“What is the best data management platform for audiences for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a data management platform for audiences. What should we look at?”Negative“Which data management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5HubSpot Marketing Hub, Segmentagainst: Adobe Marketo EngageHubSpot Marketing HubChangedagainst: BlueKai, KruxdbtZoho CRMno first choiceagainst: Amazon Redshift, Informatica Intelligent Data Management Cloud, Oracle Enterprise Data Management
Four alternatives
Blendo, Segment, Tray.ai, mParticleFour alternatives
Domo, Fivetran, Peliqan, SnowflakeThree alternatives
Airtable, Coffee, Talend Open StudioGPT-5.4 miniHightouch, RudderStackReal-Time CDP B2B EditionChangedAirtableagainst: Databricks Lakehouse, NotionHubSpot Marketing Hub, RudderStackagainst: Bloomreach, Tealium Customer Data Hub, mParticleno first choicenothing named
Two alternatives
HubSpot Marketing Hub, SegmentOne alternative
Adobe Audience ManagerThree alternatives
BigQuery, PostgreSQL, SnowflakeThree alternatives
Google Analytics 4, Mailchimp, SegmentGemini 3.5 FlashHubSpot Marketing Hubagainst: Adobe Audience Manager, Lotame SphericalHubSpot Marketing HubHeldagainst: 6sense, Adobe Audience Manager, Demandbase, Lotame Spherical, ZoomInfoAirtableagainst: Adobe Audience Manager, Salesforce Data CloudHubSpot Marketing Hubagainst: Lotame Spherical, Oracle UnityCensus, Hightouchagainst: Adobe Real-Time CDP, Amperity, Census, Databricks Lakehouse, Fivetran, Hightouch, Oracle BlueKai, Salesforce Data Cloud, Snowflake, Treasure Data, dbt
Five alternatives
Apollo.io, Census, Clay, Hightouch, SegmentFour alternatives
AdRoll ABM, Apollo.io, LinkedIn Campaign Manager, SegmentSeven alternatives
BigQuery, Keboola, Mozart Data, PostHog, Segment, SmartSuite, SupabaseSix alternatives
BigQuery, Google Analytics 4, Hightouch, Klaviyo, RudderStack, SegmentThree alternatives
HubSpot Marketing Hub, RudderStack, SegmentPerplexity SonarSegmentagainst: Adobe Real-Time CDP, Salesforce Data CloudSegmentHeldBigQueryagainst: Airtable, LarkSegmentagainst: Adobe Real-Time CDP, Informatica Intelligent Data Management Cloud, Permutive, Salesforce Data Cloudno first choiceagainst: Adobe Audience Manager, Airbyte, Collibra, Databricks Lakehouse, Fivetran, IBM InfoSphere MDM, Informatica Intelligent Data Management Cloud, Microsoft Purview, Profisee, Reltio, SAP Master Data Governance, Salesforce Audience Studio, Snowflake
Two alternatives
Brevo, mParticleTwo alternatives
Lotame Spherical, PermutiveSix alternatives
Airbyte, Fivetran, Metabase, Microsoft Power BI, Snowflake, dbtTwo alternatives
HubSpot Marketing Hub, KlaviyoGrok 4.20Segmentagainst: Adobe Audience Manager, Oracle BlueKaiHubSpot Marketing Hub, SegmentChangedagainst: Adobe Audience Manager, Lotame Spherical, Oracle Data CloudNotionagainst: Collibra, Informatica Intelligent Data Management Cloud, SnowflakeGoogle Analytics 4against: Adobe Audience Manager, Oracle Data Cloud, Salesforce Data CloudSegmentagainst: Adobe Real-Time CDP, Oracle BlueKai, Salesforce Data Cloudagainst: BigID, Full Salesforce, OneTrust, Oracle CRM, SAP Business One or S/4HANA, TrustArc
Three alternatives
HubSpot Marketing Hub, RudderStack, Versium REACHThree alternatives
Apollo.io, Google Audience Center, Versium REACHFour alternatives
Airtable, Coda, Microsoft Excel, Microsoft Power BISix alternatives
Google Audience Center, HubSpot Marketing Hub, OnAudience, RudderStack, Segment, Versium REACHFifteen alternatives
ActionIQ, Amperity, Bloomreach, BlueConic, Census, Hightouch, Insider, Klaviyo, LiveRamp, Lotame Spherical, Lytics, Meiro, Tealium Customer Data Hub, The Trade Desk's, mParticleMistral SmallHubSpot Breeze Intelligence, Versium REACHHubSpot CRMChangedAirtable, CodaAirtable, HubSpot CRMno first choiceagainst: Denodo Platform, IBM InfoSphere, Informatica MDM, SAP Master Data Governance, Salesforce Data Cloud
Three alternatives
Apollo.io, Demandbase, SegmentTwo alternatives
Quickbase, monday CRMSeven alternatives
Delphix, Hevo, Microsoft Purview, Quickbase, Skyvia, Workato, data.worldThree alternatives
Microsoft Dataverse, Softr, Zoho CRMDeepSeek V4 FlashHubSpot Marketing Hub, Segmentagainst: Adobe Audience Manager, LiveRamp, Oracle BlueKaiHubSpot Marketing HubChangedagainst: Google Display & Video 360, Oracle BlueKaiAirtableagainst: Fivetran, Monday.com, PanoplyAble CDPagainst: Adobe Real-Time CDP, Salesforce Audience Studio, Segment, Treasure DataCensus, Hightouch, Segmentagainst: Adobe Audience Manager, Oracle BlueKai, Treasure Dataagainst: Adobe Audience Manager, Airtable, Collibra, Databricks Lakehouse, IBM InfoSphere, Oracle BlueKai, Oracle Fusion, Oracle MDM, SAP Data Services, SAP S/4HANA, Salesforce Audience Studio, Salesforce Data Cloud, Snowflake
Two alternatives
Segment, Versium REACHSix alternatives
Baserow, BigQuery, Hevo, NocoDB, Notion, StitchThree alternatives
Brevo, Customer.io, KlaviyoOne alternative
HubSpot Marketing HubLlama 4 MaverickAcquiaBigeyeChangedDelphix, Workato, data.worldJobin.cloudno first choiceagainst: Collibra, Informatica Intelligent Data Management Cloud, Informatica MDM, SAP Master Data Governance, Snowflake
Three alternatives
Apollo.io, HubSpot CRM, SegmentThree alternatives
Crisp Data Platform, Lotame Spherical, Versium REACHTwo alternatives
Boost.space, PanoplyQwen 3.7 FlashCustomer.ioSegmentChangedagainst: Adobe Audience ManagerAirtableagainst: Collibra, Oracle BlueKai, SnowflakeSegmentagainst: Adobe Audience Manager, Oracle BlueKai, Salesforce Data CloudHubSpot Marketing Hub, Segmentagainst: Adobe Real-Time CDP, Anomalo, Bigeye, Datadog, Delphix, GoodData, Informatica Intelligent Data Management Cloud, Informatica MDM, Looker, Microsoft Power BI Desktop, Monte Carlo, Oracle Data Masking and Subsetting, SAP Master Data Governance, Salesforce Data Cloud, Tableau, Tealium Customer Data Hub
Two alternatives
RudderStack, SegmentThree alternatives
Apollo.io, HubSpot Marketing Hub, Versium REACHThree alternatives
Panoply, Segment, SkyviaFive alternatives
Brevo, Coffee, HubSpot Marketing Hub, Insider, MailchimpFour alternatives
BlueConic, Hightouch, Klaviyo, RudderStackKimi K2Segmentagainst: Oracle BlueKai, Salesforce Audience StudioSegmentHeldagainst: Lotame SphericalAirtableOnAudiencePermutive, Segmentagainst: Adobe Audience Manager, Oracle BlueKaiagainst: Adobe Audience Manager, Adobe Real-Time CDP, Hightouch, Microsoft Dynamics 365 Customer Insights, Oracle Data Cloud, Oracle Unity, RudderStack, SAP Master Data Governance, Salesforce Audience Studio, Salesforce Data Cloud, Segment
Three alternatives
Apollo.io, HubSpot Marketing Hub, RudderStackOne alternative
HubSpot Marketing HubFive alternatives
Hevo, HubSpot CRM, Monday.com, Notion, PanoplyFour alternatives
Google Analytics 4, Lotame Spherical, Mammoth Analytics, SegmentGLM 4.7 FlashXSegmentSegmentHeldagainst: 6sense, Adobe Audience Manager, Bomborano first choiceagainst: CollibraBrevo, HubSpot CRMSegmentnothing named
Five alternatives
6sense, Apollo.io, Bombora RampID Audiences, HubSpot Marketing Hub, UserGemsFive alternatives
Apollo.io, Dealfront, Hightouch, RudderStack, Salesforce Data CloudFourteen alternatives
Airbyte, Atlan, Databricks Lakehouse, Fivetran, Hevo, Make, Microsoft Purview, OpenMetadata, Panoply, Skyvia, Snowflake, Stitch Data, Workato, ZapierFive alternatives
Google Analytics 4, Klaviyo, Mailchimp, RudderStack, SegmentFour alternatives
Brevo, GTM Workspace, HubSpot Marketing Hub, Salesforce Data CloudMiniMax M2.5SegmentSegmentHeldAirtableBrevo Marketing Platform, HubSpot Marketing HubSegmentagainst: Adobe Real-Time CDP, BlueConicagainst: Oracle BlueKai, SAP
Two alternatives
Apollo.io, HubSpot Marketing HubOne alternative
HubSpot Marketing HubFive alternatives
ClickUp, Monday.com, Notion, Panoply, SmartsheetTwo alternatives
Hightouch, SegmentThree alternatives
Blueshift, Hightouch, RudderStackGPT-6 LunaHubSpot Marketing Hubagainst: RudderStackHubSpot Marketing HubHeldAirtableBrevoHightouchagainst: Airtable, Mobilewalla
One alternative
LinkedIn Matched AudiencesOne alternative
LinkedIn Matched AudiencesThree alternatives
Baserow, Microsoft Lists, NotionTwo alternatives
HubSpot Sales Hub, KlaviyoTwo alternatives
RudderStack, SegmentMuse Glimmer 30BSegmentSegmentHeldQuickbaseagainst: Atlan, Collibra, Estuary, Microsoft Purview, TalendSegmentno first choiceagainst: Adobe Audience Manager, Alation, Collibra, Informatica Intelligent Data Management Cloud, Salesforce Audience Studio, Salesforce Data Cloudagainst: Adobe Audience Manager, Collibra, Informatica Intelligent Data Management Cloud, OneTrust, Oracle Data Cloud, Permutive, SAP MDG, Salesforce Data Cloud
Three alternatives
Hightouch, HubSpot Marketing Hub, RudderStackOne alternative
HubSpot Marketing HubTen alternatives
Airtable, BigQuery on-demand, Coda, Fivetran, Hevo, Metabase, Panoply, Workato, data.world, dbt DeveloperFour alternatives
Brevo Marketing Platform, Customer.io, HubSpot Marketing Hub, InsiderThree alternatives
Hightouch, Segment, mParticleBold 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.
Eighty-four 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 | 2026-11-01 11:33 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:40 | no | 0 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:26 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 17:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:58 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:40 | yes | 5 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:02 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:21 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:08 | yes | 8 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:14 | yes | 15 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:34 | yes | 20 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:59 | yes | 23 | 73 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:15 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:08 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:53 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:16 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:48 | no | 0 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:52 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:20 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:41 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:30 | yes | 21 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:57 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:10 | yes | 5 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:57 | yes | 20 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:33 | yes | 23 | 238 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:49 | yes | 9 | 61 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:50 | yes | 1 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:48 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:46 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:39 | yes | 1 | 19 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:37 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:55 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:15 | yes | 14 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:33 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:55 | yes | 24 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:26 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:36 | yes | 5 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:04 | yes | 14 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:37 | yes | 15 | 23 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:21 | yes | 10 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:26 | yes | 5 | 15 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:26 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:57 | yes | 10 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:19 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:35 | yes | 8 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:05 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:33 | yes | 9 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:33 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:14 | yes | 25 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:06 | yes | 15 | 42 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:34 | yes | 15 | 50 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:48 | yes | 25 | 36 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:35 | yes | 14 | 41 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:15 | yes | 3 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:19 | yes | 15 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:10 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:39 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:11 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:28 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:48 | yes | 10 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:43 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:41 | yes | 24 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:41 | yes | 10 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:08 | yes | 25 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:56 | yes | 23 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:12 | yes | 15 | 94 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:46 | yes | 4 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:14 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:10 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:09 | yes | 3 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:56 | yes | 5 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:24 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:03 | yes | 15 | 64 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:31 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:22 | yes | 24 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:01 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:13 | yes | 5 | 12 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:29 | yes | 19 | 55 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:24 | yes | 24 | 69 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:18 | no | 0 | 12 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:29 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:24 | yes | 12 | 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.
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Category-scoped readings
Adobe read as Adobe Real-Time CDP
Databricks read as Databricks Lakehouse
Google read as Google Display & Video 360
Google Cloud BigQuery read as BigQuery
HubSpot read as HubSpot Marketing Hub
HubSpot (Marketing Hub + CMS) read as HubSpot Marketing Hub
HubSpot (Marketing Hub) read as HubSpot Marketing Hub
HubSpot (Starter/Free) read as HubSpot Marketing Hub
HubSpot's Marketing Hub read as HubSpot Marketing Hub
Informatica read as Informatica Intelligent Data Management Cloud
Informatica IDMC read as Informatica Intelligent Data Management Cloud
Lotame read as Lotame Spherical
Oracle read as Oracle BlueKai
Salesforce read as Salesforce Audience Studio
Tealium read as Tealium Customer Data Hub
Unresolved, counted raw
AWS Lightsail
Acquia
Arm Treasure Data
AtroCore MDM
Backblaze
BigQuery on-demand
Blendo
Bombora RampID Audiences
Carbonite
DbVisualizer
Full Salesforce
Google BigQuery paired with Looker Studio
Google Cloud
Google Cloud for SMBs
Google Sheets/Google Cloud SQL
Grafana Cloud
Krux
Microsoft Dataverse
Microsoft Lists
Oracle Data Masking and Subsetting
Real-Time CDP B2B Edition
Rubrik
SAP
SAP Business One or S/4HANA
The Trade Desk's
Zoho
dbt Developer
Discontinued, still offered
No shut-down product was recommended here.