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Thinking out loud

On performance marketing, assistive agent optimization, revenue attribution, and the systems that connect them.

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Introducing Bayesian & Priors: Measure What AI Recommends

| aao, bayesian-priors, ai-search

I built a marketing measurement company to answer one question no one else can. Is your business the one AI recommends?

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13 articles

Assistive Agent Optimization: How AI Decides What to Recommend

Ten sequential gates determine whether AI agents recommend your content. At 90 percent confidence per gate, only 35 percent survives the full pipeline.

aao ai-search

From Behavioral Data to Buyer Intelligence

Transform raw behavioral data from GA4 and first-party sources into actionable buyer intelligence using systematic analysis frameworks.

consumer-insights behavioral-data

Competitive Intelligence at Scale with AI Tools

Build systematic competitive intelligence operations using AI-powered tools like Crayon, Klue, and custom LLM workflows for real-time monitoring.

competitive-intelligence ai-tools

Cross-Channel Analytics Architecture

Design a unified analytics layer connecting GA4, your CRM, and BigQuery to measure marketing performance across every channel from one source of truth.

analytics data-architecture

Data-Driven Marketing Operations

Build marketing operations infrastructure using CDPs, data warehouses, and automation pipelines that turn raw marketing data into strategic decisions.

marketing-ops cdp

Multi-Channel Optimization Playbook

A systematic playbook for multi-channel marketing optimization using incrementality testing and portfolio-style budget allocation across channels.

channel-optimization incrementality

Marketing Attribution in the Post-Cookie Era

Privacy-preserving measurement strategies for marketing attribution using GA4 data-driven attribution and first-party data models.

attribution privacy

The Content Operations Framework

Design modern content operations with AI-assisted production pipelines, quality gates, and systematic workflows that scale output without losing quality.

content-ops workflow

Content Optimization for AI Search: 11-Step Framework

An 11-step framework for optimizing content to rank in traditional search and earn citations from AI search engines like Google AI Overviews.

content-optimization ai-search

Content Marketing Strategy for the AI Search Era

Build a content marketing strategy that earns visibility in both traditional search and AI answer engines through AAO and structured content systems.

content-strategy ai-search

Content Marketing in 2026: Why the Funnel is Dead

The traditional marketing funnel no longer reflects how buyers discover and evaluate solutions in an AI-first, zero-click, social-first search landscape.

content-marketing industry-trends

Topic Cluster Architecture: Outranking Enterprise Competitors

Build pillar-hub-spoke content structures that establish topical authority and outrank larger competitors in organic and AI search.

topic-clusters content-architecture

Technical SEO in 2026: The Infrastructure Audit

A diagnostic framework for technical SEO audits covering Core Web Vitals, crawl optimization, and INP benchmarks that determine search visibility.

technical-seo core-web-vitals

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