ai-marketing-maturity
How to Compare Your
How to compare your AI marketing benchmark score to actual peer teams. Step-by-step cohort selection, score adjustment, and priority setting for B2B SaaS.
- 10 min read
- Aug 11, 2026
Field notes
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
Pick the note closest to the stuck step
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.
How-To Guides
Per-Post Pipeline Calculation
The per-post pipeline calculation identifies which blog posts influenced real deals. Here are the data inputs, query structure, and credit-splitting rules.
- 10 min read
- Aug 10, 2026
How-To Guides
AI measurable movement
Productivity gains look strong; pipeline velocity stays flat. This is what creates the AI measurable movement productivity mismatch and how to reconcile it.
- 10 min read
- Aug 9, 2026
How-To Guides
Automation vs Orchestration
Your marketing automation platform fires sequences on schedule, the CRM logs every activity, and the board deck calls it orchestration. If pipeline velocity has not moved despite the investment, five diagnostic signals reveal whether your stack is coordinating or just automating. IDC 2024 AI Opportunity Study (n=3,130) found top-performing AI programs return implementation budgetper dollar vs. implementation budgetfor average programs. The measurable gap is coordination, not tool selection. This post gives you a 30-minute self-diagnostic and the revenue math to act on the finding.
- 10 min read
- Aug 8, 2026
ai-marketing-maturity
AI Marketing Benchmark
Your AI marketing benchmark score misses survey bias, stage mismatch, and adoption-vs-quality confusion. Here is how to interpret around the blind spots.
- 10 min read
- Aug 7, 2026
AI Guides
Quarterly Attribution Plan
Run this attribution plan checklist quarterly to catch UTM drift, CRM data model inconsistencies, and AI pipeline reporting gaps before your next board deck.
- 10 min read
- Aug 6, 2026
AI Guides
AI measurable movement Cohort
Most AI measurable movement analyses run across blended lead pools and miss the deal-size effect. Here is how to build cohorts that produce defensible numbers.
- 11 min read
- Aug 5, 2026
workflow-orchestration
How to Cut Over
Most cutovers to orchestrated workflows fail at the decommission step. Here is the 1-day playbook to cut over without dropping leads or resetting attribution.
- 11 min
- Aug 4, 2026
AI Guides
The Two BI Reports
Most content teams track attribution at the channel level. These two BI reports for content attribution give you per-post pipeline data in an afternoon.
- 11 min read
- Aug 2, 2026
AI Guides
The Most Common AI
The most common AI measurable movement mistake: measuring activity outputs instead of pipeline outcomes. Here is the measurement architecture that closes the gap.
- 11 min read
- Aug 1, 2026
workflow-orchestration
Marketing Workflow Versioning
Marketing workflow versioning is the rollout protocol that lets v2 go live without resetting attribution baselines or orphaning active leads. Six steps.
- 10 min
- Jul 31, 2026
ai-marketing-maturity
Continuous AI Marketing
Dimension 10 measures whether continuous AI marketing optimization runs as a closed loop or a one-way reporting cycle. Gartner: only measured of teams are ready to scale.
- 12 min read
- Jul 30, 2026
attribution
Lead Source Campaign Attribution
The CRM lead source picklist accumulates Other values and breaks lead source campaign attribution. Here is the migration path to UTM-captured campaign tags.
- 10 min read
- Jul 29, 2026
AI Guides
AI Budget Renewal Slide
Build the AI budget renewal slide that wins board approval: named-failure table, four CFO-ready business results, and comparison baseline for VPs defending AI spend.
- 11 min read
- Jul 28, 2026
AI Guides
Who Owns a Marketing Workflow
Most marketing workflows have no owner. Here is what the workflow owner role actually requires and why the most technically capable IC is usually the wrong choice for it.
- 10 min read
- Jul 27, 2026
ai-marketing-maturity
Cross-Functional Alignment
The marketing sales RevOps alignment dimension is where technically sound AI workflows fail. Here is the three-part contract that closes the org gap.
- 11 min read
- Jul 26, 2026
Use the next page
Turn reading into a system decision
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.
AI Strategy
Choose the first workflow worth turning into an AI system.
AI Agents
Build agents around research, drafting, routing, reporting, and review work.
Custom AI Systems
Use when the workflow needs business-specific data, rules, or interfaces.
Conversion Skills
Reusable skills and workflows for practical AI work.
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Next step
Find the gap first
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