#attribution

Patriot Auto Group added AI-generated connected TV ads from Adwave and recorded a 34% increase in showroom visits across four months according to [Demand Gen Report](https://www.demandgenreport.com/case-studies/how-adwave-enabled-patriot-auto-group-to-expand-its-reach-grow-sales-with-ctv-demand-gen-report-case-study/53534/).

The dealership operated two Tampa locations selling new and pre-owned vehicles.

Anteriad released its fifth annual B2B marketing report titled The 2026 B2B Marketing Edge: Control Is the Competitive Advantage, conducted in partnership with Ascend2. The survey reached 631 marketing decision-makers across the United States, United Kingdom, and APAC.

A Harris Poll survey of more than 300 U.S. marketing, advertising, communications, and social media decision-makers found that 48% admit they often feel they are guessing which marketing activities drive consumer purchasing decisions, according to [Demand Gen Report](https://www.demandgenreport.com/industry-news/news-brief/madison-logic-harris-poll-half-of-marketers-are-guessing-on-what-drives-purchasing-decisions-today/53624/).

The poll shows proving ROI as the top concern for marketers.

Digital advertising optimized toward clicks, last-touch attribution, and viewability over the past two decades rather than signals that reflect real business impact, according to [Demand Gen Report](https://www.demandgenreport.com/demanding-views/ad-tech-learned-to-game-itself/53162/).

The dominant signals guiding media optimization have been clicks, last-touch attribution, viewability, and other metrics convenient to track at scale. For smaller advertisers these signals can be sufficient.

A MarTech article states that effective measurement depends on connecting signals across MMM, attribution, and incrementality instead of forcing a single source of truth.

According to [MarTech](https://martech.org/why-marketing-measurement-needs-triangulation/), MMM evaluates overall business contribution and media mix allocation. Attribution focuses on user-level interactions and conversion paths. Incrementality measures whether marketing exposure actually influenced consumer behavior.

B2B marketers repeatedly describe data as their most valuable asset, comparing it to gold or oil, and invest heavily in tools like MAPs, CRMs, CDPs, and various martech solutions that consume a significant portion of their budgets. Despite this investment, reporting now includes analytics from digital campaigns, a shift from past practices where B2B companies advertised in trade publications with limited evidence of benefits, yet more data has not clarified decision-making as marketers fail to...

Shakeel Khan joined Forrester as principal analyst for revenue operations in October. The appointment follows seven years in sales roles selling car rentals, telecom voice and data solutions, and cybersecurity services.

Khan previously worked in sales operations and revenue operations at Neustar, Verisign, and several private equity-backed firms. He holds an M.S.