Field notes
Use these notes when something in the buyer path feels off but the cause is still fuzzy. Pick the symptom, collect the facts, and decide whether it belongs in a plan.
Current notes
The goal is not more reading. The useful article helps name the repeated work, the missing proof, and the system path that may deserve attention.
AI Guides
Only 26% of executives are confident their data supports AI-generated revenue claims, per IBM IBV 2025 (n=2,500). This post covers the measurable movement measurement dimension in the AI System Maturity Benchmark and the three metrics that move a team from Level 0 to Level 3.
How-To Guides
A content cull marketing review starts with pipeline attribution, not session rank. Here is the quarterly framework for retire, consolidate, and keep decisions.
AI Guides
AI productivity metrics get buried or dismissed in budget reviews. This guide shows where they belong in a marketing report, how to sequence them after output data, and what cadence keeps them defensible rather than repetitive.
AI Guides
Use this orchestrated workflow checklist to test whether any workflow in your marketing stack is truly orchestrated or just automated. Plan takes 15 minutes.
AI Guides
Only measured of marketing teams are ready to scale AI capabilities, Gartner found in 2026 (n=401). The other 70% are not held back by a gap in tools. They are held back by a gap in integration. This post covers the four scoring levels for Dimension 4 of the AI System Maturity Benchmark, why tool sprawl keeps growing despite known costs, and the 30-day plan that moves a fragmented stack toward a functional one.
How-To Guides
Only 18.2% of B2B marketing teams use integrated attribution across channels (RevSure 2025, n=60). Here is the three-step chain that connects your email follow-up sequence to closed-won ARR: UTM parameters on every CTA link, a CRM Contact property written at enrollment, and an Opportunity field copy at deal creation.
AI Guides
McKinsey 2025 found only 19% of organizations track gen AI-specific KPIs, making AI vs. non-AI attribution impossible without deliberate CRM field setup. Here is the three-field schema and 30/70 credit rule that answers the CFO question.
AI Guides
89% of marketing teams use 3+ tools just to identify performance issues, yet only 8% orchestrate multi-step workflows (NinjaCat 2026). Here is the 3-question framework that decides which tools survive.
AI Guides
Only 26% of executives trust their data for AI revenue (IBM IBV, n=2,500, 2025). Here is how to fix the four quality dimensions before your next AI sprint.
How-To Guides
Only 41% of marketing leaders report mature performance measurement (McKinsey, Oct 2024, n=104). Here is how to wire the three-field chain that connects case study downloads to closed pipeline: the utm_campaign tag, the CRM Contact field, and the Opportunity field copy at deal creation.
How-To Guides
Set your AI attribution window by workflow type: 30 days for paid demand, 90 for content programs, 180 for email follow-up. Match the sales cycle, not the tool.
AI Guides
Marketing AI tool sprawl is the gap between tools licensed and workflows running. Use this three-question plan and 30-day cutover to cut from 10 to 3.
How-To Guides
Only 18.2% of B2B marketing teams use integrated attribution across channels. Here is how to wire the three data points that connect webinar attendance to closed pipeline: the registration UTM, the CRM attendance record, and the opportunity field.
How-To Guides
Only measured of CEOs say their company's AI investments are paying off. Here are the 4 slides and 3 numbers that answer CFO skepticism before it becomes a budget cut.
AI Guides
AI workflow error handling covers four failure types, each needing its own route. Here is a monitoring setup that catches them before your pipeline review does.
How-To Guides
AI adoption maturity measures whether your tools share context and update the shared record automatically. Here is what each of the four levels looks like in practice.
Use the next page
The blog is the research layer. These pages help decide whether the next move is strategy, an agent, a custom system, or a reusable skill.
Choose the first workflow worth turning into an AI system.
Build agents around research, drafting, routing, reporting, and review work.
Use when the workflow needs business-specific data, rules, or interfaces.
Reusable skills and workflows for practical AI work.
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Next step
Start with the repeated work, the source material, and the business result. Then choose strategy, an agent, or a custom AI system.
Choose the AI path