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Martech CDP Attribution Software

Startup Marketing Generalist

LLM Search+Fanout Visibility
Dominant · Search Engine Appearances ρ=0.527

AI recommendation signal analysis across 256 domains for the Startup Marketing Generalist persona in Martech CDP Attribution Software.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
256Domains Tracked
6.6MReddit Posts
10KWikipedia Articles
3.2MOpen Web Matches
Startup Marketing Generalist_persona.report
DomainScore
cometly.com
4.1
getboone.com
4.0
hockeystack.com
3.2
attributer.io
1.4
factors.ai
1.2
Want a custom AI visibility audit for Martech CDP Attribution Software?

This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.

Get in touch
About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

See what AI reads before it answers

Fanout queries are the web searches a model runs mid-answer. The pages it retrieves and cites are the sources shaping its recommendations, so treat the citation lists as your target list for earning coverage, mentions, and links.

How It's Calculated

Where the numbers come from

Scoped to the runs where models used web search. Same rank-weighted scoring as LLM Search Visibility, plus every URL the searches retrieved (citation sources) and every URL actually cited in answers (citations), aggregated by frequency.

Overview

What's on this page

Domain rankings for web-search-augmented runs and the full citation and citation-source URL lists, filterable by model.

LLM Data

Top LLM-recommended domains

How often AI models recommended each domain specifically via web-search fanout queries when answering Startup Marketing Generalist queries, a subset of the runs behind the main LLM Search Visibility report, not the full combined dataset. The left chart shows raw recommendation counts, the right shows what percentage of queries included that domain.

Score (below) is the primary ranking metric: a weighted-reciprocal-rank sum across every model and run, where each model's contribution is scaled by that model's influence weight.

Only these five models ran web-search fanout queries. The checkboxes filter these charts and the Citations / Citation Sources lists below; updates automatically as you check/uncheck.

LLM Data

Citations

Every URL the models actually cited in their final answers to Startup Marketing Generalist fanout queries, aggregated by how often each URL was cited. Filtered by the model checkboxes above.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
15 Best Marketing Attribution Software in 2026 - Reviewed & Rankedhttps://www.heeet.io/blog/15-best-multi-touch-marketing-attribution-platforms-in-2026-compared-in-depth21695093
cometly.comhttps://www.cometly.com/post/marketing-attribution-platforms-for-startups22595394
hockeystack.comhttps://www.hockeystack.com/blog-posts/best-marketing-attribution-software242961694
9 Best Marketing Attribution Software for B2B (2026) | ORMhttps://orm-tech.com/blog/best-marketing-attribution-software/2795694
https://learn.g2.com/best-attribution-softwarehttps://learn.g2.com/best-attribution-software159974295
cometly.comhttps://www.cometly.com/post/attribution-platform-for-startups12595394
Boonehttps://www.getboone.com/?utm_source=openai1092492
https://growth-onomics.com/top-tools-for-multi-touch-attribution-reporting/https://growth-onomics.com/top-tools-for-multi-touch-attribution-reporting/125951794
Best Marketing Attribution Tools for Startups 2025https://pimms.io/blog/what-are-the-best-marketing-attribution-tools-for-startups11494894
9 Best Affordable Marketing Attribution Platforms 2026https://www.cometly.com/post/affordable-marketing-attribution-platform12595394
Attribution Pricinghttps://www.attributionapp.com/pricing/?utm_source=openai13195394
https://Madgicx.com/blog/advanced-ad-tech-platform-for-attributionhttps://Madgicx.com/blog/advanced-ad-tech-platform-for-attribution125951995
segmentstream.comhttps://segmentstream.com/blog/articles/top-attribution-tools-for-hubspot11795994
Best martech stack for startups - 2026 Guidehttps://www.techloy.com/best-martech-stack-for-startups-2026-guide/12595695
Top 12 Marketing Attribution Tools in 2026 (Compared)https://www.factors.ai/blog/top-7-marketing-attribution-tools141961094
Easily Get Marketing Attribution Data Into Your CRM | Attributerhttps://attributer.io/?utm_source=openai121951894
https://site.marketerhire.com/blog/marketing-attribution-toolshttps://site.marketerhire.com/blog/marketing-attribution-tools13096093
Affordable CDP for Small Businesses in the US | Coffeehttps://www.coffee.ai/articles/affordable-cdp-small-businesses-us/11796194
Attribution Software For Startups Pricing: 2026 Guidehttps://www.cometly.com/post/attribution-software-for-startups-pricing12595394
RudderStack Pricing | Real Time Customer Data Infrastructurehttps://www.rudderstack.com/pricing/?utm_source=openai147962595
https://www.fibbler.co/blog/fibbler-vs-dreamdatahttps://www.fibbler.co/blog/fibbler-vs-dreamdata14096994
dreamdata.iohttps://dreamdata.io/142962395
15 Best B2B Marketing Attribution Software for 2026 | Fibbler | Fibblerhttps://www.fibbler.co/blog/b2b-marketing-attribution-software14096994
12 Best Multi-Touch Attribution Solutions (2026)https://improvado.io/blog/multi-touch-attribution-solutions137962695
Segment Signup - Create a free account | Twilio Segmenthttps://segment.com/signup?utm_source=openai158974395
https://www.fibbler.co/blog/fibbler-vs-hockeystackhttps://www.fibbler.co/blog/fibbler-vs-hockeystack14096994
hockeystack.comhttps://www.hockeystack.com/142961694
June - App for HubSpot | Junehttps://ecosystem.hubspot.com/marketplace/listing/june?utm_source=openai170973895
https://www.cmoalliance.com/best-ai-powered-marketing-attribution-toolshttps://www.cmoalliance.com/best-ai-powered-marketing-attribution-tools12395193
topanalyticstools.comhttps://www.topanalyticstools.com/tools/ruleranalytics/1194093
8 BEST Marketing Attribution Software in 2026 (We Use #1 Personally)https://www.cleverly.co/blog/best-marketing-attribution-software12195394
10 Best Attribution Software for Marketing Teams (2026 Compared) | Synterhttps://syntermedia.ai/blog/best-attribution-software-marketing-teams1595594
Data Management Software Pricing | HubSpothttps://www.hubspot.com/pricing/data?products=crm-suite-starter-bundle_1&utm_source=openai170973796
https://pre.mammoth.io/marketing-attribution-software/https://pre.mammoth.io/marketing-attribution-software/11295093
attributionapp.comhttps://www.attributionapp.com/integrations/hubspot/13195394
Marketing Automation Tools: Pricing Comparison (2026) | etropohttps://www.etropo.com/marketing-tool-prices/marketing-automation1794493
The best marketing attribution software in 2026https://www.rebrandly.com/blog/best-marketing-attribution-software154962395
Atribu | Marketing Attribution for Performance Agencieshttps://www.atribu.app/?utm_source=openai1----
https://www.factors.ai/blog/factors-ai-vs-marketo-measure-best-alternativehttps://www.factors.ai/blog/factors-ai-vs-marketo-measure-best-alternative141961094
attributionapp.comhttps://docs.attributionapp.com/docs/api-authentication13195594
The most popular Mixpanel alternatives & competitors, comparedhttps://posthog.com/blog/best-mixpanel-alternatives150964295
SourceTag - Done-for-you lead source attributionhttps://sourcetag.io/?utm_source=openai1----
https://apps.shopify.com/roasberryhttps://apps.shopify.com/roasberry182975696
segmentstream.comhttps://segmentstream.com/11795994
Customer Data Platform for Small Business: Do You Need One? - Klaviyohttps://www.klaviyo.com/solutions/customer-data-platform/cdp-for-small-business167972695
RevSure Pricing | Full Funnel AI for B2B GTM Teamshttps://www.revsure.ai/pricing?utm_source=openai14196294
nvecta.comhttps://www.nvecta.com/blog/best-marketing-attribution-software-2026/12095093
https://www.cometly.com/post/marketing-attribution-platform-for-startupshttps://www.cometly.com/post/marketing-attribution-platform-for-startups12595394
triplewhale.comhttps://www.triplewhale.com/147963894
https://www.adbeacon.com/19-best-marketing-attribution-software-solutions-in-2026/https://www.adbeacon.com/19-best-marketing-attribution-software-solutions-in-2026/11495092
cometly.comhttps://www.cometly.com/12595394
brave.apphttps://community.brave.app/t/legitimate-complete-domain-has-been-blacklisted/2323881--2295
factors.aihttps://www.factors.ai/blog/multi-touch-attribution-tools-platforms-software-guide141961094
https://www.owox.com/blog/articles/top-marketing-attribution-softwarehttps://www.owox.com/blog/articles/top-marketing-attribution-software14196194
rockerbox.comhttps://www.rockerbox.com/142961095
https://cdp.com/basics/what-is-a-customer-data-platform-cdp/https://cdp.com/basics/what-is-a-customer-data-platform-cdp/136963095
https://insiderone.com/best-customer-data-platform/https://insiderone.com/best-customer-data-platform/140952795
https://cdp.com/articles/cdp-pricing/https://cdp.com/articles/cdp-pricing/136963095
https://www.microsoft.com/en-us/dynamics-365/resources/what-is-a-cdphttps://www.microsoft.com/en-us/dynamics-365/resources/what-is-a-cdp180974896
https://www.cmswire.com/customer-data-platforms/why-readiness-not-technology-determines-cdp-success/https://www.cmswire.com/customer-data-platforms/why-readiness-not-technology-determines-cdp-success/14896894
https://business.adobe.com/blog/basics/what-is-a-customer-data-platformhttps://business.adobe.com/blog/basics/what-is-a-customer-data-platform182974996
https://www.cience.com/blog/cdp-companies/https://www.cience.com/blog/cdp-companies/134951295
https://sortment.com/blogs/mixpanel-alternativeshttps://sortment.com/blogs/mixpanel-alternatives1395195
https://www.femaleswitch.com/startup-tools/tpost/segmen-vs-mixpanelhttps://www.femaleswitch.com/startup-tools/tpost/segmen-vs-mixpanel126951494
https://genesysgrowth.com/blog/best-alternatives-for-mixpanelhttps://genesysgrowth.com/blog/best-alternatives-for-mixpanel123951594
https://resources.rework.com/tools/productivity/best-mixpanel-alternativeshttps://resources.rework.com/tools/productivity/best-mixpanel-alternatives1--1194
https://amplitude.com/compare/best-mixpanel-alternativeshttps://amplitude.com/compare/best-mixpanel-alternatives153974396
https://startupik.com/mixpanel-what-it-is-features-pricing-and-best-alternativeshttps://startupik.com/mixpanel-what-it-is-features-pricing-and-best-alternatives120951295
https://contentsquare.com/blog/mixpanel-alternatives/https://contentsquare.com/blog/mixpanel-alternatives/145964095
https://startupik.com/mixpanel-alternatives-best-analytics-platforms-for-product-teams/https://startupik.com/mixpanel-alternatives-best-analytics-platforms-for-product-teams/120951295
https://www.cometly.com/post/segment-alternative-for-attributionhttps://www.cometly.com/post/segment-alternative-for-attribution12595394
https://www.toolworthy.ai/blog/best-ai-marketing-automation-toolshttps://www.toolworthy.ai/blog/best-ai-marketing-automation-tools1294092
https://www.capterra.com/compare/156699-171840/Klaviyo-vs-HubSpot-Marketinghttps://www.capterra.com/compare/156699-171840/Klaviyo-vs-HubSpot-Marketing154961895
https://www.femaleswitch.com/startup-tools/tpost/hubspot-vs-klaviyohttps://www.femaleswitch.com/startup-tools/tpost/hubspot-vs-klaviyo126951494
https://www.digitalapplied.com/blog/marketing-automation-platform-comparison-2026https://www.digitalapplied.com/blog/marketing-automation-platform-comparison-202613095294
https://www.sequenzy.com/blog/best-email-tools-with-segment-integrationhttps://www.sequenzy.com/blog/best-email-tools-with-segment-integration11295794
https://crmnewstoday.com/email-marketing-platforms-best-options-2026/https://crmnewstoday.com/email-marketing-platforms-best-options-2026/1194094
https://thecmo.com/tools/best-marketing-attribution-software/https://thecmo.com/tools/best-marketing-attribution-software/131952495
https://maestra.io/blog/comparisons/hubspot-vs-klaviyohttps://maestra.io/blog/comparisons/hubspot-vs-klaviyo126951494
LLM Data

Citation sources

Every URL the models' web searches retrieved while answering: the wider pool the citations above were drawn from, aggregated the same way and filtered by the same model checkboxes.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
9 Best Marketing Attribution Platforms for Startups in 2026https://www.cometly.com/post/marketing-attribution-platforms-for-startups32595394
hockeystack.comhttps://www.hockeystack.com/blog-posts/best-marketing-attribution-software342961694
9 Best Marketing Attribution Tools for HubSpot CRM in 2026 — SegmentStreamhttps://segmentstream.com/blog/articles/top-attribution-tools-for-hubspot21795994
15 Best Marketing Attribution Software in 2026 - Reviewed & Rankedhttps://www.heeet.io/blog/15-best-multi-touch-marketing-attribution-platforms-in-2026-compared-in-depth21695093
Best Marketing Attribution Platform For Startups 2026https://www.cometly.com/post/marketing-attribution-platform-for-startups22595394
25 Best Marketing Attribution Software Reviewed For 2026https://thecmo.com/tools/best-marketing-attribution-software/231952495
9 Best Marketing Attribution Software for B2B (2026) | ORMhttps://orm-tech.com/blog/best-marketing-attribution-software/2795694
I Tested The 10 Best Attribution Software: Hits And Misseshttps://learn.g2.com/best-attribution-software159974295
cometly.comhttps://www.cometly.com/post/attribution-platform-for-startups12595394
https://www.atribu.app/https://www.atribu.app/1----
Tech Debt Explosion? The Case for CDP-First Implementationshttps://mcgaw.io/blog/tech-debt-ballooning-costs-skipping-cdp-martech/#Don%E2%80%99t_Build_on_a_Cracked_Foundation130962095
Affordable CDP for Small Businesses in the US | Coffeehttps://www.coffee.ai/articles/affordable-cdp-small-businesses-us/11796194
https://www.rudderstack.com/pricing/https://www.rudderstack.com/pricing/147962595
Top Tools for Multi-Touch Attribution Reporting - growth-onomicshttps://growth-onomics.com/top-tools-for-multi-touch-attribution-reporting/125951794
Best martech stack for startups - 2026 Guidehttps://www.techloy.com/best-martech-stack-for-startups-2026-guide/12595695
18 Best Multi-Touch Attribution Tools for B2B Marketershttps://metaflow.life/blog/best-multi-touch-attribution-tools-for-b2b1794494
https://www.getboone.com/https://www.getboone.com/1092492
12 Leading Advanced Ad Tech Platforms for Attributionhttps://Madgicx.com/blog/advanced-ad-tech-platform-for-attribution125951995
7 Best Segment Alternatives for Marketing Attribution in 2026https://www.cometly.com/post/segment-alternative-for-attribution12595394
https://www.stackscored.com/pricing/cdp/rudderstack/https://www.stackscored.com/pricing/cdp/rudderstack/1594193
Why Attio + Segment Is the Most Underrated GTM Stack of 2025 | Novlinihttps://novlini.io/blog/why-attio-segment-is-the-most-underrated-gtm-stack-of-20251894594
dreamdata.iohttps://dreamdata.io/142962395
Best Marketing Attribution Tools for Startups 2025https://pimms.io/blog/what-are-the-best-marketing-attribution-tools-for-startups11494894
https://www.matchbax.com/https://www.matchbax.com/1----
Marketing Analytics - What are the best tools for analyzing marketing performance? | G2https://www.g2.com/discussions/what-are-the-best-tools-for-analyzing-marketing-performance159972995
hockeystack.comhttps://www.hockeystack.com/142961694
Customer Data Platform for Small Business: Do You Need One? - Klaviyohttps://www.klaviyo.com/solutions/customer-data-platform/cdp-for-small-business167972695
https://www.modern-datatools.com/tools/rudderstack/pricinghttps://www.modern-datatools.com/tools/rudderstack/pricing1094--
Marketing Operations: Build Scalable MarTech Systems That Growhttps://houseofmartech.com/blog/marketing-operations-building-scalable-martech-systems1394194
topanalyticstools.comhttps://www.topanalyticstools.com/tools/ruleranalytics/1194093
5 Best Mixpanel Alternatives for Lifecycle Marketing and Customer Engagement (2026)https://sortment.com/blogs/mixpanel-alternatives1395195
9 Best Affordable Attribution Platforms for 2026 Guidehttps://www.cometly.com/post/affordable-attribution-platform12595394
https://tracly.co/https://tracly.co/1----
Team Factors - , | Factors.aihttps://www.factors.ai/authors/factors?2c1713c7_page=1141961094
attributionapp.comhttps://www.attributionapp.com/integrations/hubspot/13195394
13 AI Marketing Automation Tools 2026 — Klaviyo, HubSpothttps://www.toolworthy.ai/blog/best-ai-marketing-automation-tools1294092
https://www.rudderstack.com/blog/rudderstack-30-day-free-trial/https://www.rudderstack.com/blog/rudderstack-30-day-free-trial/147962595
Best Platforms for Attribution Trackinghttps://www.wizbrand.com/forum/d/408-best-platforms-for-attribution-tracking1494093
attributionapp.comhttps://docs.attributionapp.com/docs/api-authentication13195594
12 Best Multi-Touch Attribution Solutions (2026)https://improvado.io/blog/multi-touch-attribution-solutions137962695
https://attribuly.com/features/mmm/https://attribuly.com/features/mmm/12295994
Your Marketing Team Doesn’t Need Another Meeting—It Needs a Better Data Stack | HackerNoonhttps://hackernoon.com/lite/your-marketing-team-doesnt-need-another-meetingit-needs-a-better-data-stack?ref=hackernoon153974496
segmentstream.comhttps://segmentstream.com/11795994
What Is a Customer Data Platform? CDP Guide [2026] | CDP.comhttps://cdp.com/basics/what-is-a-customer-data-platform-cdp/136963095
Best Marketing Attribution Salesforce Software 2026https://www.cometly.com/post/marketing-attribution-salesforce-software-03b0412595394
https://www.modern-datatools.com/tools/segment/pricinghttps://www.modern-datatools.com/tools/segment/pricing1094--
Top 10 best AI-powered marketing attribution toolshttps://www.cmoalliance.com/best-ai-powered-marketing-attribution-tools/#%3Cstrong%3E10.-corvidae%3C%2Fstrong%3E12395193
nvecta.comhttps://www.nvecta.com/blog/best-marketing-attribution-software-2026/12095093
Segment vs Mixpanel in 2026: The Best Analytics Tools for Startups and SMEs (Proven Insights)https://www.femaleswitch.com/startup-tools/tpost/segmen-vs-mixpanel126951494
9 Best Marketing Attribution Tools for Mid-Market SaaS Teams in 2026 · DarwinAppshttps://www.darwinapps.com/blog/9-best-marketing-attribution-tools-for-mid-market-saas-teams-in-2026/1995694
https://growify.ai/https://growify.ai/11895194
Top 5 MarTech Stacks Indian Startups Are Betting On in 2025 - MartechAIhttps://www.martechai.com/other-news/top-5-martech-stacks-indian-startups-are-betting-on-in-2025-67.html11395193
triplewhale.comhttps://www.triplewhale.com/147963894
Compare Klaviyo vs HubSpot Marketing Hub 2026https://www.capterra.com/compare/156699-171840/Klaviyo-vs-HubSpot-Marketing154961895
The best marketing attribution software in 2026https://www.rebrandly.com/blog/best-marketing-attribution-software154962395
https://segment.com/signuphttps://segment.com/signup158974395
15 Best Marketing Attribution Software Tools [Curated List] | Mammoth Analyticshttps://pre.mammoth.io/marketing-attribution-software/11295093
cometly.comhttps://www.cometly.com/12595394
15 Best B2B Marketing Attribution Software for 2026 | Fibbler | Fibblerhttps://www.fibbler.co/blog/b2b-marketing-attribution-software14096994
Top 12 Marketing Attribution Tools in 2026 (Compared)https://www.factors.ai/blog/top-7-marketing-attribution-tools141961094
https://sourcetag.io/https://sourcetag.io/1----
Fibbler vs Dreamdata: Which B2B Attribution Platform Fits Your Stack?https://www.fibbler.co/blog/fibbler-vs-dreamdata14096994
brave.apphttps://community.brave.app/t/legitimate-complete-domain-has-been-blacklisted/2323881--2295
11 Best customer data platforms (CDPs) in 2025: In-depth lookhttps://insiderone.com/best-customer-data-platform/140952795
9 Best Affordable Marketing Attribution Platforms 2026https://www.cometly.com/post/affordable-marketing-attribution-platform12595394
https://costbench.com/software/developer-tools/segment/https://costbench.com/software/developer-tools/segment/1994594
Recommending Pieces for Your Modern CDP Stackhttps://amplitude.com/blog/recommending-pieces-modern-cdp153974396
factors.aihttps://www.factors.ai/blog/multi-touch-attribution-tools-platforms-software-guide141961094
The most popular Mixpanel alternatives & competitors, comparedhttps://posthog.com/blog/best-mixpanel-alternatives150964295
https://www.attributy.com/https://www.attributy.com/111951195
Woopra vs KISSmetrics (2026) - Which Is Better?http://www.kissmetrics.io:3000/compare/woopra14696394
rockerbox.comhttps://www.rockerbox.com/142961095
Marketing Automation Tools: Pricing Comparison (2026) | etropohttps://www.etropo.com/marketing-tool-prices/marketing-automation1794493
Attribution Software For Startups Pricing: 2026 Guidehttps://www.cometly.com/post/attribution-software-for-startups-pricing12595394
https://www.gainsight.com/essential-guide/product-management-metrics/product-analytics-tools/https://www.gainsight.com/essential-guide/product-management-metrics/product-analytics-tools/146961295
Top Marketing Attribution Tools in 2025https://site.marketerhire.com/blog/marketing-attribution-tools13096093
8 BEST Marketing Attribution Software in 2026 (We Use #1 Personally)https://www.cleverly.co/blog/best-marketing-attribution-software12195394
10 Best Marketing Attribution Software Tools in 2026https://www.cometly.com/post/marketing-attribution-software-list12595394
https://admaxxer.com/https://admaxxer.com/1094093
Why Shopify Stores Choose Bloom for True Profithttps://www.bloomanalytics.io/blog/trueprofit-shopify-app-alternative?utm_campaign=estore-automate&utm_content=website&utm_medium=referral&utm_source=takeyourapp11095094
CDP Pricing: Models, Ranges, and Hidden Costs to Budget For | CDP.comhttps://cdp.com/articles/cdp-pricing/136963095
10 Best Attribution Software for Marketing Teams (2026 Compared) | Synterhttps://syntermedia.ai/blog/best-attribution-software-marketing-teams1595594
https://www.rudderstack.com/blog/start-building-a-better-cdp-for-free-with-rudderstack-cloud-free/https://www.rudderstack.com/blog/start-building-a-better-cdp-for-free-with-rudderstack-cloud-free/147962595
Roasberry - Multi Touch Attribution & Analytics | Shopify 应用商店https://apps.shopify.com/roasberry?locale=zh-CN&preferred_listing_locale=en&surface_detail=marketing-and-conversion-advertising-advertising-other&surface_inter_position=1&surface_intra_position=9&surface_type=category&surface_version=redesign#adp-details-section182975696
7 Best Alternatives For Mixpanel — 2026https://genesysgrowth.com/blog/best-alternatives-for-mixpanel123951594
9 Best Marketing Attribution Tools for B2B SaaS in 2026https://www.cometly.com/post/marketing-attribution-for-b2b-saas12595394
https://www.attributionapp.com/pricing/https://www.attributionapp.com/pricing/13195394
Singular is the global best MMP for 2nd year running, say 1,636 marketershttps://www.singular.net/blog/global-best-mmp/14797894
HubSpot vs Klaviyo: Must-Have Tools for Marketing Automation and Lead Generation in 2026https://www.femaleswitch.com/startup-tools/tpost/hubspot-vs-klaviyo126951494
https://platformdex.com/segmenthttps://platformdex.com/segment1093092
Fibbler vs HockeyStack: Which B2B Attribution Platform Delivers Faster ROIhttps://www.fibbler.co/blog/fibbler-vs-hockeystack14096994
https://www.revsure.ai/pricinghttps://www.revsure.ai/pricing14196294
Factors.ai vs Marketo Measure: Which B2B Marketing Attribution Platform Should You Choose?https://www.factors.ai/blog/factors-ai-vs-marketo-measure-best-alternative141961094
What Is a CDP? | Microsoft Dynamics 365https://www.microsoft.com/en-us/dynamics-365/resources/what-is-a-cdp180974896
https://ecosystem.hubspot.com/marketplace/listing/junehttps://ecosystem.hubspot.com/marketplace/listing/june170973895
"Best Mixpanel Alternatives in 2026: 10 Analytics Tools for Product and Growth Teams"https://resources.rework.com/tools/productivity/best-mixpanel-alternatives1--1194
https://attributer.io/https://attributer.io/121951894
Marketing Automation Platform Comparison Guide 2026https://www.digitalapplied.com/blog/marketing-automation-platform-comparison-202613095294
https://www.hubspot.com/pricing/data?products=crm-suite-starter-bundle_1https://www.hubspot.com/pricing/data?products=crm-suite-starter-bundle_1170973796
19 Best Marketing Attribution Software Solutions in 2026 | AdBeaconhttps://www.adbeacon.com/19-best-marketing-attribution-software-solutions-in-2026/11495092
https://business.adobe.com/content/dam/dx/us/en/resources/reports/customer-data-platform-products-peak-matrix-assessment-2025/customer-data-platform-cdp-products-peak-matrix-assessment-2025.pdfhttps://business.adobe.com/content/dam/dx/us/en/resources/reports/customer-data-platform-products-peak-matrix-assessment-2025/customer-data-platform-cdp-products-peak-matrix-assessment-2025.pdf182974996
The CDP Readiness Gap, Part 1: Why Most Teams Fail Before They Starthttps://www.cmswire.com/customer-data-platforms/why-readiness-not-technology-determines-cdp-success/14896894
https://www.techradar.com/best/the-best-crm-for-startupshttps://www.techradar.com/best/the-best-crm-for-startups155972195
7 Best Mixpanel Alternatives: Features, Pricing, Scale | Amplitudehttps://amplitude.com/compare/best-mixpanel-alternatives153974396
https://www.hubspot.com/hubfs/Agency/GTM%20-%20Product%20Resources%20%28Justin%29/Product%20Folders%20%28EN%29/Marketing%20Hub/Marketing%20Hub%20Enterprise%20Buyer%20Evaluation%20Guide%20%28ENG%29_v1.1.pdfhttps://www.hubspot.com/hubfs/Agency/GTM%20-%20Product%20Resources%20%28Justin%29/Product%20Folders%20%28EN%29/Marketing%20Hub/Marketing%20Hub%20Enterprise%20Buyer%20Evaluation%20Guide%20%28ENG%29_v1.1.pdf170973796
21 Best Email Tools With Segment Integration (2026) | Sequenzyhttps://www.sequenzy.com/blog/best-email-tools-with-segment-integration11295794
https://www.rudderstack.com/assets/why-companies-choose-rudderstack-over-segment.pdfhttps://www.rudderstack.com/assets/why-companies-choose-rudderstack-over-segment.pdf147962595
https://arxiv.org/abs/2606.16878https://arxiv.org/abs/2606.16878165976196
Customer data platforms: How CDPs work and what makes Adobe differenthttps://business.adobe.com/blog/basics/what-is-a-customer-data-platform182974996
https://www.rudderstack.com/assets/essential-value-drivers-rudderstacks-top-five.pdf?_rsc=xmOgwgA1vELWfIu5https://www.rudderstack.com/assets/essential-value-drivers-rudderstacks-top-five.pdf?_rsc=xmOgwgA1vELWfIu5147962595
Mixpanel: What It Is, Features, Pricing, and Best Alternatives - Startupik | Startup magazinehttps://startupik.com/mixpanel-what-it-is-features-pricing-and-best-alternatives/120951295
https://en.wikipedia.org/wiki/Funnel_%28software%29https://en.wikipedia.org/wiki/Funnel_%28software%29180987697
Email Marketing Platforms: Best Options Compared for 2026 - CRM Analysis & News - CRM News Todayhttps://crmnewstoday.com/email-marketing-platforms-best-options-2026/1194094
https://www.rudderstack.com/assets/the-definitive-guide-rudderstack-vs-segment.pdfhttps://www.rudderstack.com/assets/the-definitive-guide-rudderstack-vs-segment.pdf147962595
https://arxiv.org/abs/2307.16717https://arxiv.org/abs/2307.16717165976196
15 Best Customer Data Platforms (CDPs) for 2026https://www.cience.com/blog/cdp-companies/134951295
https://www.reddit.com/r/AskMarketing/comments/1o5bi7v/anyone_know_how_much_customer_data_platforms_cost/https://www.reddit.com/r/AskMarketing/comments/1o5bi7v/anyone_know_how_much_customer_data_platforms_cost/172976496
7 Top Mixpanel Alternatives and Competitors Comparedhttps://contentsquare.com/blog/mixpanel-alternatives/145964095
https://offers.hubspot.com/hs-fs/hub/53/file-255555930-pdf/Startup_Program_PDF.pdfhttps://offers.hubspot.com/hs-fs/hub/53/file-255555930-pdf/Startup_Program_PDF.pdf170973795
https://www.rudderstack.com/assets/rudderstack-for-marketing.pdfhttps://www.rudderstack.com/assets/rudderstack-for-marketing.pdf147962595
6 Best Marketing Attribution Software Tools in 2025https://www.owox.com/blog/articles/top-marketing-attribution-software14196194
https://www.hubspot.com/hubfs/The%20State%20of%20Platforms%202024%20Report.pdf?hubs_offer=offers.hubspot.com%2Fstate-of-platforms-2024&hubs_signup-cta=cta_button&hubs_signup-url=offers.hubspot.com%2Fty-state-of-platforms-reporthttps://www.hubspot.com/hubfs/The%20State%20of%20Platforms%202024%20Report.pdf?hubs_offer=offers.hubspot.com%2Fstate-of-platforms-2024&hubs_signup-cta=cta_button&hubs_signup-url=offers.hubspot.com%2Fty-state-of-platforms-report170973796
Mixpanel alternatives: Best Analytics Platforms for Product Teams - Startupik | Startup magazinehttps://startupik.com/mixpanel-alternatives-best-analytics-platforms-for-product-teams/120951295
https://www.salesforce.com/en-us/wp-content/uploads/sites/4/documents/all-add-ons.pdfhttps://www.salesforce.com/en-us/wp-content/uploads/sites/4/documents/all-add-ons.pdf165973796
HubSpot vs Klaviyo: Which Marketing Automation Tool is Best for You? | Maestrahttps://maestra.io/blog/comparisons/hubspot-vs-klaviyo126951494
https://htkstartup.com/wp-content/uploads/2024/04/HubSpot-for-Startups-Overview-Slides-for-Partners.pdfhttps://htkstartup.com/wp-content/uploads/2024/04/HubSpot-for-Startups-Overview-Slides-for-Partners.pdf1594294
https://segment.com/pdfs/The-Customer-Data-Platform-Report-2023.pdfhttps://segment.com/pdfs/The-Customer-Data-Platform-Report-2023.pdf158974395
https://www.reddit.com/r/hubspot/comments/15qxpnohttps://www.reddit.com/r/hubspot/comments/15qxpno172976496
https://www.reddit.com/r/analytics/comments/1q5d8wc/advice_for_the_best_customer_data_platforms_2026/https://www.reddit.com/r/analytics/comments/1q5d8wc/advice_for_the_best_customer_data_platforms_2026/172976496
https://www.reddit.com/r/dataengineering/comments/1onqq62/rudderstack_king_of_enshittification_alternatives/https://www.reddit.com/r/dataengineering/comments/1onqq62/rudderstack_king_of_enshittification_alternatives/172976496
https://02f0a56ef46d93f03c90-22ac5f107621879d5667e0d7ed595bdb.ssl.cf2.rackcdn.com/sites/10980/uploads/39080/B2B_Marketing_Automation_Platforms__A_Marketer%27s_Guide20200724-19063-1yb2mj6.pdfhttps://02f0a56ef46d93f03c90-22ac5f107621879d5667e0d7ed595bdb.ssl.cf2.rackcdn.com/sites/10980/uploads/39080/B2B_Marketing_Automation_Platforms__A_Marketer%27s_Guide20200724-19063-1yb2mj6.pdf1--2895
https://www.reddit.com/r/SaaS/comments/1dnifnqhttps://www.reddit.com/r/SaaS/comments/1dnifnq172976496
https://www.reddit.com/r/u_ThoughtMetric/comments/1tb5ngq/top_segmetrics_alternatives_updated_may_2026/https://www.reddit.com/r/u_ThoughtMetric/comments/1tb5ngq/top_segmetrics_alternatives_updated_may_2026/172976496
https://www.reddit.com/r/CRMSoftware/comments/1h8llllhttps://www.reddit.com/r/CRMSoftware/comments/1h8llll172976496
https://www.reddit.com/r/CRM/comments/1sulvi5/is_implementing_a_cdp_actually_worth_it_when_you/https://www.reddit.com/r/CRM/comments/1sulvi5/is_implementing_a_cdp_actually_worth_it_when_you/172976496
https://www.reddit.com/r/SaaS/comments/1r62s7l/b2b_saas_founders_what_analytics_engagement_stack/https://www.reddit.com/r/SaaS/comments/1r62s7l/b2b_saas_founders_what_analytics_engagement_stack/172976496
https://www.reddit.com/r/selfhosted/comments/rf4vlmhttps://www.reddit.com/r/selfhosted/comments/rf4vlm172976496
https://www.reddit.com/r/ProductManagement/comments/1pb6s9b/looking_for_advice_product_analytics/https://www.reddit.com/r/ProductManagement/comments/1pb6s9b/looking_for_advice_product_analytics/172976496
https://www.reddit.com/r/hubspot/comments/1u92bwu/new_pricing_structure/https://www.reddit.com/r/hubspot/comments/1u92bwu/new_pricing_structure/172976496
https://www.reddit.com/r/shopify/comments/1qw4cnp/klaviyo_users_is_the_data_and_analytics_cdp_worth/https://www.reddit.com/r/shopify/comments/1qw4cnp/klaviyo_users_is_the_data_and_analytics_cdp_worth/172976496
https://www.reddit.com/r/Entrepreneur/comments/1g7v0vv/do_you_think_companies_are_investing_in_cdp/https://www.reddit.com/r/Entrepreneur/comments/1g7v0vv/do_you_think_companies_are_investing_in_cdp/172976496
https://www.reddit.com/r/dataengineering/comments/1sulujp/how_are_you_integrating_a_cdp_into_an_existing/https://www.reddit.com/r/dataengineering/comments/1sulujp/how_are_you_integrating_a_cdp_into_an_existing/172976496
https://www.reddit.com/r/nocode/comments/1s7a0vr/ive_been_paying_for_tools_i_couldve_gotten_for/https://www.reddit.com/r/nocode/comments/1s7a0vr/ive_been_paying_for_tools_i_couldve_gotten_for/172976496
https://www.reddit.com/r/ecommercemarketing/comments/uhsf5lhttps://www.reddit.com/r/ecommercemarketing/comments/uhsf5l172976496
https://www.reddit.com/r/microsaas/comments/1s8wlpi/how_are_you_mapping_behavioral_product_data_in/https://www.reddit.com/r/microsaas/comments/1s8wlpi/how_are_you_mapping_behavioral_product_data_in/172976496
https://www.reddit.com/r/dataengineering/comments/z0tps0https://www.reddit.com/r/dataengineering/comments/z0tps0172976496
https://www.reddit.com/r/analytics/comments/wlg5o4https://www.reddit.com/r/analytics/comments/wlg5o4172976496
https://www.reddit.com/r/u__Unwrap_AI/comments/1txzd7t/seven_best_cx_analytics_tools_for_2026/https://www.reddit.com/r/u__Unwrap_AI/comments/1txzd7t/seven_best_cx_analytics_tools_for_2026/172976496
https://www.getboone.com/?utm_source=openaihttps://www.getboone.com/?utm_source=openai1092492
https://www.reddit.com/r/u_ThoughtMetric/comments/1u2f13r/top_marketing_attribution_tools_for_ecommerce/https://www.reddit.com/r/u_ThoughtMetric/comments/1u2f13r/top_marketing_attribution_tools_for_ecommerce/172976496
https://www.attributionapp.com/pricing/?utm_source=openaihttps://www.attributionapp.com/pricing/?utm_source=openai13195394
https://attributer.io/?utm_source=openaihttps://attributer.io/?utm_source=openai121951894
https://www.rudderstack.com/pricing/?utm_source=openaihttps://www.rudderstack.com/pricing/?utm_source=openai147962595
https://segment.com/signup?utm_source=openaihttps://segment.com/signup?utm_source=openai158974395
https://ecosystem.hubspot.com/marketplace/listing/june?utm_source=openaihttps://ecosystem.hubspot.com/marketplace/listing/june?utm_source=openai170973895
https://www.hubspot.com/pricing/data?products=crm-suite-starter-bundle_1&utm_source=openaihttps://www.hubspot.com/pricing/data?products=crm-suite-starter-bundle_1&utm_source=openai170973796
https://www.atribu.app/?utm_source=openaihttps://www.atribu.app/?utm_source=openai1----
https://sourcetag.io/?utm_source=openaihttps://sourcetag.io/?utm_source=openai1----
https://www.revsure.ai/pricing?utm_source=openaihttps://www.revsure.ai/pricing?utm_source=openai14196294
Model Comparison

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All recommended domains

Every domain the AI models recommended in web-search fanout runs for Startup Marketing Generalist, ranked by the influence-weighted score from the Score chart above, with each domain's link authority from the Common Crawl web graph. Click a domain for its site profile.

DomainScoreAppearances% of QueriesDomain PRDomain HCHost PRHost HC
cometly.com4.148.02595394
getboone.com4.012.0092492
hockeystack.com3.236.042961694
attributer.io1.412.021951894
factors.ai1.248.041961094
heeet.io1.112.01695093
attributionapp.com1.048.03195394
dreamdata.io1.048.042962395
triplewhale.com0.936.047963894
hubspot.com0.836.070973796
rudderstack.com0.512.047962595
ruleranalytics.com0.436.03995294
segment.com0.412.058974395
fibbler.co0.312.04096994
june.so0.212.022951395
rebrandly.com0.212.054962395
atribu.app0.212.00000
sourcetag.io0.112.00000
revsure.ai0.112.04196294
whatconverts.com0.112.02795694
mammoth.io0.112.012951094
analytics.google.com0.112.00000
roasberry.com0.112.0094091
ruler.io0.112.0094093
segmentstream.com0.112.01795994
posthog.com0.012.050964295
encharge.io0.012.031952395
hyros.com0.012.027961695
klaviyo.com0.012.067972695
rockerbox.com0.012.042961095