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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 an audit.

Editorial library for Field notes

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.

AI Guides

How an AI Appointment Booking Agent Qualifies and Hands Off Leads

84% of B2B buyers choose their vendor before contacting sales (6sense, n=634). An AI booking agent closes that window in minutes, not hours.

  • 10 min read
  • Aug 31, 2026
Read the breakdown

AI Guides

How to Build Your First AI Agent

Five decisions come before engineering. 41% of builders hit the same wall: data integration (Bain, n=951). Decide these first.

  • 10 min read
  • Aug 30, 2026
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AI Guides

AI Agents vs Chatbots: What Every Marketing Leader Gets Wrong

A chatbot writes replies; an agent acts in your systems. Only 7% run autonomous agents; 38% approve every action (Bain, n=951).

  • 10 min read
  • Aug 29, 2026
Read the breakdown

AI Guides

What an AI Agent Actually Costs to Build in 2026

Only 7% run fully autonomous agents (Bain, n=951); data integration is the top cost driver. Price the integration surface first.

  • 9 min read
  • Aug 28, 2026
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AI Guides

What an AI Agent Does for Inbound Lead Follow-Up

Most inbound leads cool in the reply gap. 83% of data leaders say agents are worth the risk (IBM, n=1,700). The 60-second follow-up build.

  • 10 min read
  • Aug 27, 2026
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AI Guides

AI Agent Attribution Feedback Loops in B2B Marketing

64% report AI productivity gains; only 31% link them to pipeline (Salesforce, n=4,450). Close the loop from attribution to agent config.

  • 11 min read
  • Aug 18, 2026
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AI Guides

AI ROI Maturity Model: What Levels 1 Through 4 Actually Look Like

78% of marketers say AI made them more effective (CRM/email platform); that is a Level 1 metric. The four-level model shows what proof looks like.

  • 11 min read
  • Aug 17, 2026
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Strategy

The 90-Day Plan After a Benchmark Score

A score without a sequence is trivia. Fix the lowest infrastructure dimension first, checkpoint at Day 45, rescore at Day 90.

  • 10 min read
  • Aug 15, 2026
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How-To Guides

The Handoff-Loss Problem: Where Attribution Data Dies

Attribution dies at four handoffs: ad-to-form, form-to-CRM, CRM-to-automation, automation-to-BI. 47% blame stack complexity (McKinsey).

  • 10 min read
  • Aug 14, 2026
Follow the steps

AI Guides

The Board Update Template for AI Marketing ROI

Board updates fail by answering the wrong question. One headline metric in dollars, a trend line, an honest miss, and a specific ask.

  • 11 min read
  • Aug 13, 2026
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AI Guides

Workflow Orchestration Debt: The Audit Framework

Teams with an orchestration owner see 44% fewer workflow failures (Gartner, n=401). The five-zone audit scores your debt.

  • 11 min read
  • Aug 12, 2026
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How-To Guides

Per-Post Pipeline Calculation: Measuring Influenced ARR

Asset-level attribution lifts content ROI visibility 44% (Forrester). The query, inputs, and credit rules for influenced ARR per post.

  • 10 min read
  • Aug 10, 2026
Follow the steps

How-To Guides

AI ROI Productivity Mismatch: When the Numbers Contradict

Productivity up, pipeline flat: the layer gap. 64% of CMOs struggle to show financial impact (Deloitte, n=300). How to reconcile the two.

  • 10 min read
  • Aug 9, 2026
Follow the steps

AI Guides

Quarterly Attribution Audit Checklist: What to Check

UTM drift is silent until the board asks. The quarterly audit: capture coverage, CRM model, BI logic, exec summary, four layers.

  • 10 min read
  • Aug 6, 2026
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AI Guides

AI ROI Cohort Design: Why Deal Size Changes Everything

Blended lead pools hide the AI effect. Cohort by deal-size tier with matched controls and the number becomes defensible.

  • 11 min read
  • Aug 5, 2026
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Workflow Orchestration

How to Cut Over to an Orchestrated Workflow: A 1-Day Playbook

Cutovers fail at the decommission step. Tier the in-flight leads, validate four hours, run parallel 2-5 days, then retire v1.

  • 11 min
  • Aug 4, 2026
Map the workflow
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