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.

Build my AI system See the services

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

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

attribution

Marketing-Touched vs Influenced

Marketing-touched and influenced attribution are not the same metric. Here is which number your board deck needs and how to calculate it without new tooling.

10 min read
Jul 25, 2026

AI Guides

How to Measure AI

Four metrics that close the gap between AI vendor activity reports and CFO-ready AI inbound lead measurable movement: Lead Response Time Lift, Conversion Rate Delta, Inbound Pipeline Velocity Ratio, and Attribution Confidence Score.

10 min read
Jul 24, 2026

AI Guides

Calendar Booking to CRM

Calendar booking SDR automation is three integrations in sequence: a booking webhook trigger, a CRM stage write, and an SDR notification. Here is the exact Calendly-CRM/email platform-Slack implementation with field mappings and CRM verification checks.

11 min read
Jul 23, 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.

Page 1 of 9

Next

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