Victor Dozal
Your Marketing AI Is Claiming Credit for Revenue You Already Had
Your marketing AI optimizes for correlation, not causation. Here's the gap costing mid-market budget authority, and the BigQuery layer that closes it.
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154+ articles
The DozalDevsblog
Notes on hiring Dozals: what to hand off first, how supervised runs earn trust, and what changes once a job runs itself.
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Victor Dozal
Your B2B Pipeline Is Being Decided Before You Even Know a Deal Exists Created
96% of B2B companies are invisible in AI discovery. Learn the 4-pillar infrastructure that determines whether CMOs shortlist you before the first call.
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Victor Dozal
Your Brand Is Already Being Misrepresented by AI. Here's the Proof.
Adobe's 269% AI traffic surge proves LLMs are your primary discovery channel. Here's the architecture mid-market brands need to stop AI brand drift.
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Victor Dozal
Your Website Is Invisible to AI. This Is an Engineering Problem, Not a Content Problem.
73% of brand websites block AI crawlers. HubSpot data shows 27% organic traffic drop and 4.4x LLM conversion premium. Here's the full AEO engineering stack.
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Victor Dozal
Your Marketing Copilot Has an Expiration Date. Gartner Just Stamped It.
Gartner predicts 50%+ of enterprises drop assistive AI by 2028. Here's the architectural shift your marketing stack needs to survive — and dominate.
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Victor Dozal
Oracle Just Named What Every CMO Wants. Here's the Brutal Infrastructure Truth Behind It.
Oracle's agentic Marketing Command Center is real. Here's the infrastructure audit that separates winners from expensive mistakes.
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