Building the Context Layer AI Is Missing

AI gives confident answers without the context to back them up. Kelly Hopping, four-time CMO and current CMO at 6sense, breaks down where AI's missing context creates risk for go-to-market teams. She explains how GTM intelligence platforms fill gaps that generic AI models miss, why context depth matters more than model size, and what marketers need to validate before trusting AI-driven insights across the customer journey.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

AI dashboards can look perfect while missing critical context. Kelly Hopping, CMO at 6sense and four-time marketing executive, explains how confidently wrong AI outputs mislead go-to-market teams. She points to closing the context gap in AI models, validating AI-driven insights against real buyer signals, and building go-to-market intelligence that accounts for the full customer journey, not just surface-level metrics.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

AI gives confident answers built on missing context. Kelly Hopping, four-time CMO and current CMO at 6sense, breaks down where that context gap hits go-to-market teams and how her CPG training shapes the fix. She explains treating brand marketing as full P&L ownership, not logo management, and applying classic 4P discipline—pricing, distribution, promotion, and messaging—as one system instead of disconnected levers. She contrasts this GM-style, cross-functional execution model with the narrower brand role common at most B2B SaaS companies.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

AI tools sound confident even when they're wrong. Kelly Hopping, Chief Marketing Officer at 6sense, explains where that missing context breaks go-to-market execution. She unpacks how account scoring models miss buying signals, why intent data needs human judgment layered on top, and what marketers should check before trusting an AI-generated account list.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

AI segments and messages without full context can be confidently wrong. Kelly Hopping, four-time CMO and CMO at 6sense, explains why more automation doesn't equal more pipeline. She breaks down multi-touch attribution across a six-month lookback, the shift from bottom-of-funnel demand gen to owned content that surfaces in LLM answers, and using gifting for deal acceleration instead of last-touch meeting bait.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

AI agents are replacing humans as the primary marketing audience. Isaac Ferreira, VP of Growth Systems and AI at Shift Paradigm, has spent 25 years building growth systems across defense, healthcare, and enterprise technology. He explains how brands need to build AI awareness and visibility so agents recommend them during customer queries. He breaks down the shift from human-to-human marketing toward machine-to-machine interactions, including brands deploying MCPs that let AI agents query pricing, delivery timelines, and case studies directly.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Campaign management still relies on manual, segment-based work. Isaac Ferreira, VP of Growth Systems and AI at Shift Paradigm, explains how to rebuild it with AI from scratch. He covers automating project scheduling and resource calendars, tracking completion across platforms, and moving from segment-based campaigns to true one-to-one personalization at scale.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Companies need their own AI intelligence layer, not just API access. Isaac Ferreira, VP of Growth Systems and AI at Shift Paradigm, breaks down why proprietary operating context matters more than model choice. He explains how enterprise AI accounts avoid training data leakage, why businesses should build fallback capability across multiple models, and when locally hosted open-weight models beat frontier models for high-risk processes.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Marketers assume AI understands business context automatically. Isaac Ferreira, VP of Growth Systems and AI at Shift Paradigm, explains why that assumption fails without proper training. He breaks down giving off-the-shelf AI tools business-specific context, setting operational constraints, and building governance frameworks before deploying them at scale.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

Most marketers treat AI as another app, not an operating system. Isaac Ferreira, VP of Growth Systems and AI at Shift Paradigm, explains how to build an agentic foundation instead. He breaks down recursive learning loops built on goal, context, measure, and levers, plus signal-based personalization that replaces static ICPs and segments. Ferreira also outlines a use-case-based rollout, starting with one workflow like campaign management, to prove ROI before scaling data infrastructure company-wide.See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.