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Data Analytics BI Software

Marketing Ops Manager

LLM Search+Fanout Visibility
Dominant · SE Outbound Links ρ=0.427

AI recommendation signal analysis across 205 domains for the Marketing Ops Manager persona in Data Analytics BI Software.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
205Domains Tracked
Marketing Ops Manager_persona.report
DomainScore
dreamdata.io
8.1
hockeystack.com
4.4
contentsquare.com
2.3
calibermind.com
1.5
improvado.io
1.3
Want a custom AI visibility audit for Data Analytics BI 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.

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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 Marketing Ops Manager 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 Marketing Ops Manager fanout queries, aggregated by how often each URL was cited. Filtered by the model checkboxes above.

TitleURLAppearancesDomain PRDomain HCHost PRHost HC
9 Best Marketing Attribution Software for B2B (2026) | ORMhttps://orm-tech.com/blog/best-marketing-attribution-software/2795694
19 Best Marketing Attribution Software Solutions Reviewed for 2026https://www.hockeystack.com/blog-posts/best-marketing-attribution-software242961694
Multi-Touch Attribution Tools & Platforms for B2B Marketershttps://www.factors.ai/blog/multi-touch-attribution-tools-platforms-software-guide241961094
Marketing Analytics Tools: Reporting, Attribution & BI ...https://improvado.io/blog/marketing-analytics-tools137962695
9 Best Marketing Attribution Platforms Compared for 2026https://www.cometly.com/post/marketing-attribution-platforms-comparison12595394
The 7 Best BI Tools for Marketers and Why They Matterhttps://contentsquare.com/blog/best-bi-tools/#main-content145964095
Dreamdata | B2B Attribution Platform for Marketershttps://dreamdata.io/home?utm_source=openai142962395
fibbler.cohttps://www.fibbler.co/blog/b2b-marketing-attribution-software14096994
RevOps Attribution Tools: What Practitioners Actually Recommendhttps://www.unifygtm.com/explore/revops-attribution-funnel-analytics-tools12295494
Dreamdata vs HockeyStack: Complete Enterprise Comparison 2025https://www.hockeystack.com/blog-posts/dreamdata-vs-hockeystack-complete-enterprise-comparison142961694
AI GTM - B2B Revenue Data Intelligence Platform | HockeyStackhttps://www.hockeystack.com/?utm_source=openai142961694
hockeystack.comhttps://www.hockeystack.com/blog-posts/hockeystack-vs-dreamdata-marketing-attribution-comparison-guide142961694
19 Best Marketing Attribution Software Solutions in 2026 | AdBeaconhttps://www.adbeacon.com/19-best-marketing-attribution-software-solutions-in-2026/11495092
11 Best B2B Revenue Attribution Tools (2026): Pricing & Reviewshttps://www.heeet.io/blog/best-revenue-attribution-software-for-b2b-11-platforms-compared-202611695093
Northbeam Data Integration [2026] | Improvadohttps://improvado.io/integrations/northbeam137962695
CaliberMind | Multi-Touch Attribution & GTM Intelligence Platformhttps://calibermind.com/?utm_source=openai124961094
integrate.comhttps://www.integrate.com/resources/blog/marketing-attribution-software/14196294
18 Best Multi-Touch Attribution Tools for B2B Marketershttps://metaflow.life/blog/best-multi-touch-attribution-tools-for-b2b1794494
Top 5 Alternatives to Bizible in 2025 — Smarter Attributionhttps://www.revsure.ai/blog/top-5-alternatives-to-bizible-in-202514196294
Rockerbox: Multi-Touch Attribution, Marketing Mix Modeling, & Testing | Rockerboxhttps://www.rockerbox.com/?utm_source=openai142961095
youtube.comhttps://www.youtube.com/watch?v=zGBEusasEbo191997597
15 Best Marketing Attribution Software in 2026 - Reviewed & Rankedhttps://www.heeet.io/blog/15-best-multi-touch-marketing-attribution-platforms-in-2026-compared-in-depth11695093
HubSpot vs. Salesforce: Which One Gives B2B Marketers Better Attribution?https://www.fullcircleinsights.com/resource/hubspot-vs-salesforce12095995
B2B Marketing Analytics and Attribution - Factors.aihttps://www.factors.ai/product/analytics-and-attribution?utm_source=openai141961094
funnel.iohttps://funnel.io/144963695
10 Best Marketing Attribution Tools & Platforms (2026) — SegmentStreamhttps://segmentstream.com/blog/articles/best-attribution-tools11795994
Omnichannel Attribution in Klaviyo: Connecting Your Customer Touchpoints - Klaviyohttps://www.klaviyo.com/blog/introducing-omnichannel-attribution167972695
Data Connectors - Marketing & sales data connectors | Funnelhttps://funnel.io/all-data-sources?utm_source=openai144963695
improvado.iohttps://improvado.io/blog/bi-tools137962695
12 Best Multi-Touch Attribution Solutions (2026)https://improvado.io/blog/multi-touch-attribution-solutions137962695
Top 11 Campaign Attribution Tools Compared (2026) | wetracked.iohttps://www.wetracked.io/post/campaign-attribution-tools12995394
Extract & Load | Improvadohttps://improvado.io/products/connect-extract?utm_source=openai137962695
improvado.iohttps://improvado.io/blog/improvado-vs-funnel-io137962695
9 Best Marketing Analytics Integration Platforms 2026https://www.cometly.com/post/marketing-analytics-integration-platform12595394
https://pipeline.zoominfo.comhttps://pipeline.zoominfo.com149973195
Marketing Attribution & Analytics with AI Insights | Singularhttps://www.singular.net/?utm_source=openai14797894
adbeacon.comhttps://www.adbeacon.com/7-best-marketing-attribution-tools-compared-2026/11495092
14 best marketing analytics software tools for 2026 - Guideflow Bloghttps://www.guideflow.com/blog/best-marketing-analytics-software13395794
https://directiveconsulting.comhttps://directiveconsulting.com129952295
Attribution: Marketing Attribution Software that Workshttps://www.attributionapp.com/?utm_source=openai13195394
https://segmentstream.comhttps://segmentstream.com11795994
Sona: B2B Revenue Attribution That Just Workshttps://www.sona.com/?utm_source=openai11895293
supermetrics.comhttps://supermetrics.com/blog/marketing-data-platform143963895
https://adbeacon.comhttps://adbeacon.com11495092
funnel.iohttps://funnel.io/blog/supermetrics-vs-funnel144963695
https://fibbler.cohttps://fibbler.co14096994
youtube.comhttps://www.youtube.com/watch?v=DKfcaxbRHcQ191997597
attributionapp.comhttps://www.attributionapp.com/compare/13195394
youtube.comhttps://www.youtube.com/watch?v=Tbr-KV2bbTo&vl=en-US191997597
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
19 Best Marketing Attribution Software Solutions Reviewed for 2026https://www.hockeystack.com/blog-posts/best-marketing-attribution-software442961694
fibbler.cohttps://www.fibbler.co/blog/b2b-marketing-attribution-software34096994
9 Best Marketing Attribution Software for B2B (2026) | ORMhttps://orm-tech.com/blog/best-marketing-attribution-software/2795694
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
Attribution: Marketing Attribution Software that Workshttps://www.attributionapp.com/23195394
18 Best Multi-Touch Attribution Tools for B2B Marketershttps://metaflow.life/blog/best-multi-touch-attribution-tools-for-b2b2794494
19 Best Marketing Attribution Software Solutions in 2026 | AdBeaconhttps://www.adbeacon.com/19-best-marketing-attribution-software-solutions-in-2026/21495092
9 Best Multi-Channel Attribution Tools for Marketers in 2026https://www.cometly.com/post/multi-channel-attribution-tools22595394
Multi-Touch Attribution Tools & Platforms for B2B Marketershttps://www.factors.ai/blog/multi-touch-attribution-tools-platforms-software-guide241961094
12 Best Multi-Touch Attribution Solutions (2026)https://improvado.io/blog/multi-touch-attribution-solutions237962695
Top Multi-Touch Attribution Tools for B2B SaaS | Understoryhttps://www.understoryagency.com/blog/multi-touch-attribution-tools-saas21395594
Marketing Analytics Tools: Reporting, Attribution & BI ...https://improvado.io/blog/marketing-analytics-tools137962695
11 Best B2B Revenue Attribution Tools (2026): Pricing & Reviewshttps://www.heeet.io/blog/best-revenue-attribution-software-for-b2b-11-platforms-compared-202611695093
The 7 Best BI Tools for Marketers and Why They Matterhttps://contentsquare.com/blog/best-bi-tools/#main-content145964095
https://www.redtrack.io/https://www.redtrack.io/125951495
KISSmetrics vs Woopra: Which Customer Journey Analytics Platform Wins?https://www.kissmetrics.io/blog/kissmetrics-vs-woopra14696394
https://www.rockerbox.com/https://www.rockerbox.com/142961095
hockeystack.comhttps://www.hockeystack.com/blog-posts/hockeystack-vs-dreamdata-marketing-attribution-comparison-guide142961694
Best B2B Marketing & Demand Gen Tools in 2026https://pipeline.zoominfo.com/marketing/b2b-demand-generation-tools149973195
HubSpot vs. Salesforce: Which One Gives B2B Marketers Better Attribution?https://www.fullcircleinsights.com/resource/hubspot-vs-salesforce12095995
https://www.factors.ai/https://www.factors.ai/141961094
integrate.comhttps://www.integrate.com/resources/blog/marketing-attribution-software/14196294
Marketing Cloud Intelligence (Datorama) vs Improvado: Choosing the Right Marketing Analytics Platform (2026)https://improvado.io/blog/improvado-vs-marketing-cloud-intelligence-datorama137962695
Top 13 Marketing Attribution Tools for Actionable Insights (2026) | wetracked.iohttps://www.wetracked.io/post/marketing-attribution-tools12995394
Turning HubSpot With Scalable Attribution For Serious Growth Teamshttps://www.hubspot.com/startups/tech-stacks/sales-csx/multi-touch-attribution170973796
https://www.aptiinsights.com/https://www.aptiinsights.com/1093091
youtube.comhttps://www.youtube.com/watch?v=zGBEusasEbo191997597
I Tested The 10 Best Attribution Software: Hits And Misseshttps://learn.g2.com/best-attribution-software159974295
https://www.hockeystack.com/https://www.hockeystack.com/142961694
funnel.iohttps://funnel.io/144963695
Compare Ecommerce Attribution Platforms for ROAS and CAC Accuracyhttps://www.admetrics.io/en/post/ecommerce-attribution-platforms-for-roas-and-cac-accuracy-dtc-ecommerce-40802123962095
Turn HubSpot into an ROI Engine — Multi-Touch Attributionhttps://www.hubspot.com/startups/tech-stacks/sales-csx/multi-touch-attribution?utm_source=rss&utm_medium=rss&utm_campaign=performance-marketing-challenges170973796
https://calibermind.com/https://calibermind.com/124961094
improvado.iohttps://improvado.io/blog/bi-tools137962695
Multi-touch attribution in CRM: A strategic guidehttps://www.salesmate.io/blog/multi-touch-attribution/138961094
11 AI Attribution Tools That Connect B2B Marketing Performance to Pipeline - Directivehttps://directiveconsulting.com/blog/ai-attribution-tools-b2b-pipeline/129952295
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
https://alduron.com/https://alduron.com/1----
improvado.iohttps://improvado.io/blog/improvado-vs-funnel-io137962695
Top 5 Marketing Cloud Intelligence Alternatives (2026)https://improvado.io/blog/salesforce-marketing-cloud-intelligence-formerly-datorama-alternatives137962695
9 Best Marketing Attribution Platforms Compared for 2026https://www.cometly.com/post/marketing-attribution-platforms-comparison12595394
11 Best AI Analytics Platforms for Performance Marketinghttps://madgicx.com/blog/ai-analytics-platforms125951995
https://www.rockerbox.com/channel-measurementhttps://www.rockerbox.com/channel-measurement142961095
adbeacon.comhttps://www.adbeacon.com/7-best-marketing-attribution-tools-compared-2026/11495092
15 Best Demand Generation Tools for B2B Teams in 2026https://pipeline.zoominfo.com/sales/demand-generation-tools149973195
Top 5 Alternatives to Bizible in 2025 — Smarter Attributionhttps://www.revsure.ai/blog/top-5-alternatives-to-bizible-in-202514196294
https://www.factors.ai/product/analytics-and-attributionhttps://www.factors.ai/product/analytics-and-attribution141961094
6 Marketing Performance Metrics That Actually Matterhttps://gaconnector.com/blog/marketing-performance-metrics-roas-ltv-cac/136951194
Top 9 Cross Platform Attribution Platforms 2026 Guidehttps://www.cometly.com/post/cross-platform-attribution-platforms12595394
Dreamdata vs HockeyStack: Complete Enterprise Comparison 2025https://www.hockeystack.com/blog-posts/dreamdata-vs-hockeystack-complete-enterprise-comparison142961694
https://www.atribu.app/https://www.atribu.app/1----
supermetrics.comhttps://supermetrics.com/blog/marketing-data-platform143963895
Top 15 ABM Software Platforms for B2B Growth [2026]https://pipeline.zoominfo.com/marketing/abm-software149973195
Marketing Analyticshttps://www.singular.net/marketing-analytics/?hubs_content=blog.hubspot.com/marketing/topic/ppc&hubs_content-cta=how-to-prevent-click-fraud&offset=60&r_done=1&Tag=B2B%252520Inbound14797894
https://revops.tools/hockeystack/https://revops.tools/hockeystack/1395194
funnel.iohttps://funnel.io/blog/supermetrics-vs-funnel144963695
Improvado Blog | Marketing Analytics, Data Pipelines, AIhttps://improvado.io/blog137962695
Web Attribution for Cross-Platform Performance | AppsFlyerhttps://www.appsflyer.com/products/web-attribution/154972494
https://dreamdata.io/integrationshttps://dreamdata.io/integrations142962395
youtube.comhttps://www.youtube.com/watch?v=DKfcaxbRHcQ191997597
20 Best Marketing Attribution Software & Tools in 2025 Per Industrieshttps://www.redtrack.io/blog/best-marketing-attribution-software-tools/125951495
Northbeam Data Integration [2026] | Improvadohttps://improvado.io/integrations/northbeam137962695
https://admaxxer.com/https://admaxxer.com/1094093
ROAS vs MER vs Blended CAC: Which Metric Actually Matters in 2026 | Eightxhttps://eightx.co/blog/roas-vs-mer-vs-blended-cac1995694
Top 11 Campaign Attribution Tools Compared (2026) | wetracked.iohttps://www.wetracked.io/post/campaign-attribution-tools12995394
MessageGears Delivers Warehouse-Native Revenue Tracking for Enterprise Marketers With New Cross-Channel Conversion Analyticshttps://secure.businesswire.com/news/home/20260326315249/en/MessageGears-Delivers-Warehouse-Native-Revenue-Tracking-for-Enterprise-Marketers-With-New-Cross-Channel-Conversion-Analytics16197995
https://funnel.io/all-data-sourceshttps://funnel.io/all-data-sources144963695
attributionapp.comhttps://www.attributionapp.com/compare/13195394
Multi-Touch Attribution: What It Is & Best Practices | Salesforcehttps://www.salesforce.com/marketing/multi-touch-attribution/165973796
6 Best B2B Marketing Attribution Tools (2026) | SegmentStreamhttps://segmentstream.com/blog/articles/best-b2b-marketing-attribution-software-tools11795994
Omnichannel Attribution in Klaviyo: Connecting Your Customer Touchpoints - Klaviyohttps://www.klaviyo.com/blog/introducing-omnichannel-attribution167972695
https://calibermind.com/solutions/multi-touch-attribution/https://calibermind.com/solutions/multi-touch-attribution/124961094
youtube.comhttps://www.youtube.com/watch?v=Tbr-KV2bbTo&vl=en-US191997597
HubSpot Data Integration [2026] | Improvadohttps://improvado.io/integrations/hubspot137962695
Madison Logic Launches Pipeline Insights to Help Marketers Engineer Faster, More Predictable Growthhttps://martechseries.com/mts-insights/madison-logic-launches-pipeline-insights-to-help-marketers-engineer-faster-more-predictable-growth/#respond143963695
https://pathiq.co/https://pathiq.co/109244
RevOps Attribution Tools: What Practitioners Actually Recommendhttps://www.unifygtm.com/explore/revops-attribution-funnel-analytics-tools12295494
Marketo Measure: B2B Multi-Touch Marketing Attribution Tool | Adobe UKhttps://business.adobe.com/uk/products/marketo/marketo-measure.html182974996
https://funnel.io/reporthttps://funnel.io/report144963695
Key Ecommerce Metrics Explained- RoAS vs CAC vs LTV | Saras Analyticshttps://www.sarasanalytics.com/blog/roas-cac-ltv-ecommerce-kpi12395694
Mix Modeler overview | Adobe Mix Modelerhttps://experienceleague.adobe.com/en/docs/mix-modeler/using/get-started/about#multi-touch-attribution182974796
https://ecosystem.hubspot.com/marketplace/listing/dreamdatahttps://ecosystem.hubspot.com/marketplace/listing/dreamdata170973895
Understanding Multi-Touch Attribution Solutions: The Methods, Models and Tools You Needhttps://www.hockeystack.com/blog-posts/multi-touch-attribution-solutions142961694
Best Tools for Tracking Multi-Touch Attribution | DWAOhttps://dwao.in/blog/best-tools-for-tracking-multi-touch-attribution11395694
https://www.sona.com/https://www.sona.com/11895293
9 Best Marketing Analytics Integration Platforms 2026https://www.cometly.com/post/marketing-analytics-integration-platform12595394
Funnelhttps://help.branch.io/docs/branch-funnel157964395
https://help.rockerbox.com/article/qqehia96fn-guide-to-incrementality-testing-with-rockerboxhttps://help.rockerbox.com/article/qqehia96fn-guide-to-incrementality-testing-with-rockerbox14296394
https://dreamdata.io/blog/dreamdata-certified-hubspot-app-partner?rq=integrationhttps://dreamdata.io/blog/dreamdata-certified-hubspot-app-partner?rq=integration142962395
12 Leading Advanced Ad Tech Platforms for Attributionhttps://Madgicx.com/blog/advanced-ad-tech-platform-for-attribution125951995
12 Best AI Dashboards for Marketing Analytics (2026)https://improvado.io/blog/ai-dashboard137962695
Factors.ai Featureshttps://zoftwarehub.com/products/factors-ai/features1995294
https://docs.dreamdata.io/article/8v75km9zu3-revenue-attributionhttps://docs.dreamdata.io/article/8v75km9zu3-revenue-attribution14296694
Cross-Channel Attribution Guide for Marketing Analysts | 2026https://improvado.io/blog/cross-channel-marketing-analytics137962695
Top Marketing Attribution Tools in 2025https://site.marketerhire.com/blog/marketing-attribution-tools13096093
https://dreamdata.io/integrations-1https://dreamdata.io/integrations-1142962395
Top Marketing Measurement Softwarehttps://www.wizbrand.com/forum/d/406-top-marketing-measurement-software1494093
https://insentric.com/https://insentric.com/1695293
14 best marketing analytics software tools for 2026 - Guideflow Bloghttps://www.guideflow.com/blog/best-marketing-analytics-software13395794
Best Marketing Attribution Toolshttps://www.wizbrand.com/forum/d/396-best-marketing-attribution-tools1494093
https://portermetrics.com/en/compare/funnel-overview/https://portermetrics.com/en/compare/funnel-overview/122961394
10 Best Marketing Attribution Software Platforms for B2B ...https://www.revsure.ai/blog/best-marketing-attribution-software14196294
https://phi.consulting/tools/calibermindhttps://phi.consulting/tools/calibermind1294493
10 Best Marketing Attribution Tools & Platforms (2026) — SegmentStreamhttps://segmentstream.com/blog/articles/best-attribution-tools11795994
https://www.g2.com/categories/attribution/themes/multi-channel-marketing-attributionhttps://www.g2.com/categories/attribution/themes/multi-channel-marketing-attribution159972995
Top Marketing Analytics Tools Comparison | DiGGrowth, GA4 & HubSpothttps://diggrowth.com/blogs/analytics/marketing-analytics-tools-comparison/11295594
https://funnel.io/destinations/power-bihttps://funnel.io/destinations/power-bi144963695
https://www.theatdb.com/companies/improvadohttps://www.theatdb.com/companies/improvado1093--
https://attribiq.com/https://attribiq.com/1294--
15 Best Data Analytics Platforms for Marketers (2026)https://improvado.io/blog/best-data-analytics-platforms137962695
https://www.hockeystack.com/platform-overviewhttps://www.hockeystack.com/platform-overview142961694
5 Best Revenue Attribution Tools in 2025 (Besides Google Analytics)https://marketlytics.com/blog/best-revenue-attribution-tools/11495895
https://dreamdata.io/homehttps://dreamdata.io/home142962395
Return on Ad Spend – Definition, FAQs & How HubSpot Helpshttps://www.hubspot.com/glossary/return-on-ad-spend170973796
https://www.singular.net/https://www.singular.net/14797894
Improvado - App for HubSpothttps://ecosystem.hubspot.com/marketplace/listing/improvado-179900170973895
https://www.axios.com/2025/01/28/hockeystack-revenue-analytics-softwarehttps://www.axios.com/2025/01/28/hockeystack-revenue-analytics-software156972595
https://improvado.io/products/connect-extracthttps://improvado.io/products/connect-extract137962695
https://investor.forrester.com/node/17051/pdfhttps://investor.forrester.com/node/17051/pdf157971795
https://s206.q4cdn.com/961864615/files/doc_news/2025/02/2025-02-26_DoubleVerify_To_Acquire_Rockerbox_Adding_Outcome_322.pdfhttps://s206.q4cdn.com/961864615/files/doc_news/2025/02/2025-02-26_DoubleVerify_To_Acquire_Rockerbox_Adding_Outcome_322.pdf1--2795
https://calibermind.com/wp-content/uploads/2024/11/Attribution-2023-B2B-Guide-2.pdfhttps://calibermind.com/wp-content/uploads/2024/11/Attribution-2023-B2B-Guide-2.pdf124961094
https://cdn.wildapricot.com/381453/resources/document/uTljNHN_T9II2VPclRSi4ch5P50czl7PydMkEXb9gQxmqwMnlSr9Hf9yKIW4lRiz5TaDWd8GUjNsqHwLZIvzTA2?Key-Pair-Id=K27MGQSHTHAGGF&Policy=eyJTdGF0ZW1lbnQiOiBbeyJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLndpbGRhcHJpY290LmNvbS8zODE0NTMvcmVzb3VyY2VzL2RvY3VtZW50L3VUbGpOSE5fVDlJSTJWUGNsUlNpNGNoNVA1MGN6bDdQeWRNa0VYYjlnUXhtcXdNbmxTcjlIZjl5S0lXNGxSaXo1VGFEV2Q4R1VqTnNxSHdMWkl2elRBMj92ZXJzaW9uPTE2NDIxNzMxMjQwMDAiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE3Nzc3MDE1MTJ9LCJJcEFkZHJlc3MiOnsiQVdTOlNvdXJjZUlwIjoiMC4wLjAuMC8wIn19fV19&Signature=J1NBeDV4kpS9ECPsTAnQz451icpWDZEDzDOfIhrYdlkXmpAy1hxtFFoNEaoMArHNi8ovurLJ9n7dQEG3eaDPj3qJzjRjcs9B5IuT6nv7ADmZqRADEyQ1VzmF2KpCW8qeq5u67dkbjqrgwtAd9wekKhLNO4WHgl65cKvoOr5JQJUuV208aDm-64VeQkbQvvvf3~dr7~lyFGcJMfqzRtXGK~Y-p7nQLRXUtV7xsXlWl4EpUmEiMI~LrMJ~LpOjnvUzwayzcqxbpE1yFksqBBpJ9-~URIR2DGwCoyQQm8oo27mf0c9InEMamu5R9iSmqnkcXCkcfuScX9MjcyhuBdZBcg__&version=1642173124000https://cdn.wildapricot.com/381453/resources/document/uTljNHN_T9II2VPclRSi4ch5P50czl7PydMkEXb9gQxmqwMnlSr9Hf9yKIW4lRiz5TaDWd8GUjNsqHwLZIvzTA2?Key-Pair-Id=K27MGQSHTHAGGF&Policy=eyJTdGF0ZW1lbnQiOiBbeyJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLndpbGRhcHJpY290LmNvbS8zODE0NTMvcmVzb3VyY2VzL2RvY3VtZW50L3VUbGpOSE5fVDlJSTJWUGNsUlNpNGNoNVA1MGN6bDdQeWRNa0VYYjlnUXhtcXdNbmxTcjlIZjl5S0lXNGxSaXo1VGFEV2Q4R1VqTnNxSHdMWkl2elRBMj92ZXJzaW9uPTE2NDIxNzMxMjQwMDAiLCJDb25kaXRpb24iOnsiRGF0ZUxlc3NUaGFuIjp7IkFXUzpFcG9jaFRpbWUiOjE3Nzc3MDE1MTJ9LCJJcEFkZHJlc3MiOnsiQVdTOlNvdXJjZUlwIjoiMC4wLjAuMC8wIn19fV19&Signature=J1NBeDV4kpS9ECPsTAnQz451icpWDZEDzDOfIhrYdlkXmpAy1hxtFFoNEaoMArHNi8ovurLJ9n7dQEG3eaDPj3qJzjRjcs9B5IuT6nv7ADmZqRADEyQ1VzmF2KpCW8qeq5u67dkbjqrgwtAd9wekKhLNO4WHgl65cKvoOr5JQJUuV208aDm-64VeQkbQvvvf3~dr7~lyFGcJMfqzRtXGK~Y-p7nQLRXUtV7xsXlWl4EpUmEiMI~LrMJ~LpOjnvUzwayzcqxbpE1yFksqBBpJ9-~URIR2DGwCoyQQm8oo27mf0c9InEMamu5R9iSmqnkcXCkcfuScX9MjcyhuBdZBcg__&version=1642173124000144963795
https://www.reddit.com/r/u_ThoughtMetric/comments/1tvr0zz/the_best_hockeystack_alternatives_for_ecommerce/https://www.reddit.com/r/u_ThoughtMetric/comments/1tvr0zz/the_best_hockeystack_alternatives_for_ecommerce/172976496
https://www.reddit.com/r/u_ThoughtMetric/comments/1udm00v/best_improvado_alternatives_updated_june_2026/https://www.reddit.com/r/u_ThoughtMetric/comments/1udm00v/best_improvado_alternatives_updated_june_2026/172976496
https://en.wikipedia.org/wiki/Coupler.io_%28platform%29https://en.wikipedia.org/wiki/Coupler.io_%28platform%29180987697
https://arxiv.org/abs/2606.16878https://arxiv.org/abs/2606.16878165976196
https://www.reddit.com/r/u_calibermind-official/comments/1rwi81a/we_interviewed_teams_that_got_burned_by_b2b/https://www.reddit.com/r/u_calibermind-official/comments/1rwi81a/we_interviewed_teams_that_got_burned_by_b2b/172976496
https://www.reddit.com/r/b2bmarketing/comments/1uizao2/b2b_marketing_attribution_after_a_commerce/https://www.reddit.com/r/b2bmarketing/comments/1uizao2/b2b_marketing_attribution_after_a_commerce/172976496
https://www.reddit.com/r/PPC/comments/1rqlnnn/funnel_io_removed_their_free_plan_and_pricing/https://www.reddit.com/r/PPC/comments/1rqlnnn/funnel_io_removed_their_free_plan_and_pricing/172976496
https://www.reddit.com/r/u_admetrics/comments/1uf92zs/best_improvado_alternatives_updated_june_2026/https://www.reddit.com/r/u_admetrics/comments/1uf92zs/best_improvado_alternatives_updated_june_2026/172976496
https://en.wikipedia.org/wiki/RedTrackhttps://en.wikipedia.org/wiki/RedTrack180987697
https://www.reddit.com/r/DigitalMarketing/comments/1rgsi3b/how_we_eliminated_the_data_connector_tax_and/https://www.reddit.com/r/DigitalMarketing/comments/1rgsi3b/how_we_eliminated_the_data_connector_tax_and/172976496
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
https://themartechsummit.com/wp-content/uploads/2024/04/05-Keynote-Presentation-Forrester-Making-Metrics-Valuable-for-B2B-Marketing-Leaders-.pdfhttps://themartechsummit.com/wp-content/uploads/2024/04/05-Keynote-Presentation-Forrester-Making-Metrics-Valuable-for-B2B-Marketing-Leaders-.pdf125951795
https://funnel.io/hubfs/Gated%20content/CMO_Marketing_Budget.pdfhttps://funnel.io/hubfs/Gated%20content/CMO_Marketing_Budget.pdf144963695
https://www.calibermind.com/wp-content/uploads/2022/07/State-Revenue-Marketing-Comp-2020-web.pdfhttps://www.calibermind.com/wp-content/uploads/2022/07/State-Revenue-Marketing-Comp-2020-web.pdf124961094
https://en.wikipedia.org/wiki/Coupler.iohttps://en.wikipedia.org/wiki/Coupler.io180987697
https://www.reddit.com/r/u_ThoughtMetric/comments/1thtb67/top_segmentstream_alternatives_updated_may_2026/https://www.reddit.com/r/u_ThoughtMetric/comments/1thtb67/top_segmentstream_alternatives_updated_may_2026/172976496
https://www.reddit.com/r/u_calibermind-official/comments/1sya5xs/i_replaced_my_marketing_analytics_stack_with/https://www.reddit.com/r/u_calibermind-official/comments/1sya5xs/i_replaced_my_marketing_analytics_stack_with/172976496
https://arxiv.org/abs/2604.02472https://arxiv.org/abs/2604.02472165976196
https://www.reddit.com/r/PPC/comments/1jvxp9k/title_funnelio_alternatives_unreliable_data/https://www.reddit.com/r/PPC/comments/1jvxp9k/title_funnelio_alternatives_unreliable_data/172976496
https://www.reddit.com/r/u_ThoughtMetric/comments/1u36vwp/adbeacon_alternatives_for_ecommerce_attribution/https://www.reddit.com/r/u_ThoughtMetric/comments/1u36vwp/adbeacon_alternatives_for_ecommerce_attribution/172976496
https://www.reddit.com/r/b2bmarketing/comments/1qbrkb0/revenue_attribution_platforms/https://www.reddit.com/r/b2bmarketing/comments/1qbrkb0/revenue_attribution_platforms/172976496
https://www.reddit.com/r/DigitalMarketing/comments/1re3pvh/how_do_you_measure_media_effectiveness_across/https://www.reddit.com/r/DigitalMarketing/comments/1re3pvh/how_do_you_measure_media_effectiveness_across/172976496
https://www.reddit.com/r/u_ThoughtMetric/comments/1nns70ghttps://www.reddit.com/r/u_ThoughtMetric/comments/1nns70g172976496
https://www.reddit.com/r/revenuemarketer/comments/1ugc4d6/lasttouch_attribution_is_the_most_common_and_most/https://www.reddit.com/r/revenuemarketer/comments/1ugc4d6/lasttouch_attribution_is_the_most_common_and_most/172976496
https://en.wikipedia.org/wiki/Funnel_%28software%29https://en.wikipedia.org/wiki/Funnel_%28software%29180987697
https://www.reddit.com/r/analytics/comments/1rjsn77/revops_data_integration_nightmare_trying_to/https://www.reddit.com/r/analytics/comments/1rjsn77/revops_data_integration_nightmare_trying_to/172976496
https://www.reddit.com/r/u_ThoughtMetric/comments/1t4mvsi/we_put_together_a_comparison_of_the_top_shopify/https://www.reddit.com/r/u_ThoughtMetric/comments/1t4mvsi/we_put_together_a_comparison_of_the_top_shopify/172976496
https://www.attributionapp.com/wp-content/uploads/2025/04/Attribution-2025-Guide.pdfhttps://www.attributionapp.com/wp-content/uploads/2025/04/Attribution-2025-Guide.pdf13195394
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.reddit.com/r/u_ThoughtMetric/comments/1tdbr6w/top_hyros_alternatives_updated_may_2026/https://www.reddit.com/r/u_ThoughtMetric/comments/1tdbr6w/top_hyros_alternatives_updated_may_2026/172976496
https://www.reddit.com/r/u_tim_sadler/comments/1u83zrt/the_b2b_marketing_funnel_is_functionally_dead_and/https://www.reddit.com/r/u_tim_sadler/comments/1u83zrt/the_b2b_marketing_funnel_is_functionally_dead_and/172976496
https://www.reddit.com/r/SideProject/comments/1rw1llx/why_does_connecting_traffic_to_revenue_still_feel/https://www.reddit.com/r/SideProject/comments/1rw1llx/why_does_connecting_traffic_to_revenue_still_feel/172976496
https://www.reddit.com/r/b2bmarketing/comments/1r3y461/how_do_you_handle_marketing_analytics_when/https://www.reddit.com/r/b2bmarketing/comments/1r3y461/how_do_you_handle_marketing_analytics_when/172976496
https://www.reddit.com/r/b2bmarketing/comments/1tjf70c/removed/https://www.reddit.com/r/b2bmarketing/comments/1tjf70c/removed/172976496
https://portermetrics.com/wp-content/uploads/2025/05/B2B-dashboard.pdfhttps://portermetrics.com/wp-content/uploads/2025/05/B2B-dashboard.pdf122961394
https://0e190a550a8c4c8c4b93-fcd009c875a5577fd4fe2f5b7e3bf4eb.ssl.cf2.rackcdn.com/EINPresswire-910537445-the-top-marketing-attribution-software-vendors-according-to-the-featuredcustomers-spring-2026-customer-success-report-1.pdfhttps://0e190a550a8c4c8c4b93-fcd009c875a5577fd4fe2f5b7e3bf4eb.ssl.cf2.rackcdn.com/EINPresswire-910537445-the-top-marketing-attribution-software-vendors-according-to-the-featuredcustomers-spring-2026-customer-success-report-1.pdf1--1094
https://www.reddit.com/r/u_admetrics/comments/1ueep8p/top_marketing_attribution_tools_for_ecommerce/https://www.reddit.com/r/u_admetrics/comments/1ueep8p/top_marketing_attribution_tools_for_ecommerce/172976496
https://www.reddit.com/r/u_ThoughtMetric/comments/1tgv0x6/ga4_alternatives_for_ecommerce_brands_updated_may/https://www.reddit.com/r/u_ThoughtMetric/comments/1tgv0x6/ga4_alternatives_for_ecommerce_brands_updated_may/172976496
https://images.g2crowd.com/uploads/attachment/file/1245477/advanced-utm-practices.pdfhttps://images.g2crowd.com/uploads/attachment/file/1245477/advanced-utm-practices.pdf146964195
https://en.wikipedia.org/wiki/SiriusDecisionshttps://en.wikipedia.org/wiki/SiriusDecisions180987697
https://funnel.io/hubfs/Gated%20content/2026-Marketing-Intelligence-Report_Digital.pdfhttps://funnel.io/hubfs/Gated%20content/2026-Marketing-Intelligence-Report_Digital.pdf144963695
https://www.reddit.com/r/marketing/comments/smylz2https://www.reddit.com/r/marketing/comments/smylz2172976496
https://www.reddit.com/r/ContentSyndication/comments/1txs5pw/protect_the_budget_why_34_of_demand_gen_leaders/https://www.reddit.com/r/ContentSyndication/comments/1txs5pw/protect_the_budget_why_34_of_demand_gen_leaders/172976496
https://arxiv.org/abs/2606.12687https://arxiv.org/abs/2606.12687165976196
https://www.reddit.com/r/u_ThoughtMetric/comments/1npg8oihttps://www.reddit.com/r/u_ThoughtMetric/comments/1npg8oi172976496
https://www.reddit.com/r/b2bmarketing/comments/1tdqmq7/the_truth_about_attribution_models/https://www.reddit.com/r/b2bmarketing/comments/1tdqmq7/the_truth_about_attribution_models/172976496
https://www.reddit.com/r/u_ThoughtMetric/comments/1tkoo69/top_marketing_attribution_tools_for_ecommerce/https://www.reddit.com/r/u_ThoughtMetric/comments/1tkoo69/top_marketing_attribution_tools_for_ecommerce/172976496
https://dreamdata.io/home?utm_source=openaihttps://dreamdata.io/home?utm_source=openai142962395
https://www.reddit.com/r/u_elogic_commerce/comments/1sq4uwk/b2b_ecommerce_roi_report_2026_benchmarks_payback/https://www.reddit.com/r/u_elogic_commerce/comments/1sq4uwk/b2b_ecommerce_roi_report_2026_benchmarks_payback/172976496
https://funnel.io/hubfs/Gated%20content/MarketingEffectiveness_Digital.pdfhttps://funnel.io/hubfs/Gated%20content/MarketingEffectiveness_Digital.pdf144963695
https://www.hockeystack.com/?utm_source=openaihttps://www.hockeystack.com/?utm_source=openai142961694
https://www.forrester.com/events/event-pdf-generator/?event_id=261052https://www.forrester.com/events/event-pdf-generator/?event_id=261052157971895
https://info.measured.com/hubfs/Incrementality%20Measurement%20for%20Marketers%20Guide.pdfhttps://info.measured.com/hubfs/Incrementality%20Measurement%20for%20Marketers%20Guide.pdf14296093
https://calibermind.com/?utm_source=openaihttps://calibermind.com/?utm_source=openai124961094
https://arxiv.org/abs/2504.06212https://arxiv.org/abs/2504.06212165976196
https://www.rockerbox.com/?utm_source=openaihttps://www.rockerbox.com/?utm_source=openai142961095
https://www.factors.ai/product/analytics-and-attribution?utm_source=openaihttps://www.factors.ai/product/analytics-and-attribution?utm_source=openai141961094
https://funnel.io/all-data-sources?utm_source=openaihttps://funnel.io/all-data-sources?utm_source=openai144963695
https://improvado.io/products/connect-extract?utm_source=openaihttps://improvado.io/products/connect-extract?utm_source=openai137962695
https://www.singular.net/?utm_source=openaihttps://www.singular.net/?utm_source=openai14797894
https://www.attributionapp.com/?utm_source=openaihttps://www.attributionapp.com/?utm_source=openai13195394
https://www.sona.com/?utm_source=openaihttps://www.sona.com/?utm_source=openai11895293
Model Comparison

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Full Results

All recommended domains

Every domain the AI models recommended in web-search fanout runs for Marketing Ops Manager, 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
dreamdata.io8.1510.042962395
hockeystack.com4.4510.042961694
contentsquare.com2.312.045964095
calibermind.com1.536.024961094
improvado.io1.348.037962695
factors.ai0.736.041961094
funnel.io0.636.044963695
rockerbox.com0.624.042961095
business.adobe.com0.412.0004996
heeet.io0.312.01695093
revsure.ai0.212.04196294
northbeam.io0.224.04195694
hubspot.com0.224.070973796
singular.net0.212.04797894
ruleranalytics.com0.224.03995294
attributionapp.com0.112.03195394
caliberamind.io0.112.00000
sona.com0.112.01895293
improvado.com0.112.0092092
leandata.com0.112.03295494
fullcircleinsights.com0.112.02095995
klaviyo.com0.112.067972695
supermetrics.com0.112.043963895
cometly.com0.112.02595394
triplewhale.com0.012.047963894
segmentstream.com0.012.01795994
whatagraph.com0.012.036953095
getattribution.com0.012.0093092
datorama.com0.012.041961595