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
Field notes
Field notes.
Notes 33 to 48 of 153, newest first, published between Jul 18, 2026 and Aug 5, 2026.
Current notes
Notes from August 2026 back to July 2026.
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 read
- Aug 4, 2026
AI Guides
The Two BI Reports You Actually Need for Per-Post Attribution
Only 24% of teams track content below channel level (Salesforce, n=4,450). Two BI reports get per-post pipeline in an afternoon.
- 11 min read
- Aug 2, 2026
AI Guides
The Most Common AI ROI Mistake B2B Marketing Teams Make
The most common AI ROI mistake: reporting activity instead of pipeline. 72% of teams still report by hand (NinjaCat 2026). The fix.
- 11 min read
- Aug 1, 2026
Workflow Orchestration
Marketing Workflow Versioning: Roll Out v2 Without Breaking v1
v2 launches usually orphan active leads or reset baselines. The six-step protocol: snapshot, canary 10-20%, migrate by segment.
- 10 min read
- Jul 31, 2026
AI Marketing Maturity
Continuous AI Marketing Optimization: The Feedback Loop
A report nobody feeds back into inputs is a one-way loop. Close it: capture signals, compare to target, adjust in the same cycle.
- 12 min read
- Jul 30, 2026
Attribution
Lead Source Campaign Attribution: Replace the Picklist
The lead-source picklist rots into Other. Four UTM contact properties replace it; the migration path keeps history intact.
- 10 min read
- Jul 29, 2026
AI Guides
AI Budget Renewal Slide: Defending AI Spend at Board Level
Boards discount all-success decks. Name the failures first: a three-column table plus four CFO-ready metrics wins the renewal.
- 11 min read
- Jul 28, 2026
AI Guides
Who Owns a Marketing Workflow (And Why ICs Keep Failing at It)
Most workflows have no owner, and the best IC is usually the wrong pick. What the owner role needs: authority, context, calendar.
- 10 min read
- Jul 27, 2026
AI Marketing Maturity
The Marketing-Sales-RevOps Contract
Only 30% of companies coordinate effectively across functions (McKinsey). The three-part Marketing-Sales-RevOps contract closes the gap.
- 11 min read
- Jul 26, 2026
AI Guides
How to Measure AI Inbound Lead ROI: Four Metrics That Matter
Vendor reports count activity; CFOs count pipeline. Four metrics close the gap, starting with Lead Response Time Lift.
- 10 min read
- Jul 24, 2026
AI Guides
Calendar Booking to CRM Stage to SDR Ping: A Worked Example
Leads reached in 5 minutes are 100x more likely to be contacted at all (MIT Sloan, n=15,000). Three integrations wire booking to SDR ping.
- 11 min read
- Jul 23, 2026
AI Guides
Session Storage for First-Touch Attribution Persistence
60% of direct traffic is really organic that lost its label (Conductor, 310M visits). A write-once localStorage guard stops the bleed.
- 10 min read
- Jul 21, 2026
AI Guides
AI ROI for Paid Media: The Three-Component Measurement Model
AI-targeted campaigns return 10-25% more on ad spend (Bain, n=~5,000). Split bidding, creative, and audience to see which AI earns it.
- 10 min read
- Jul 20, 2026
AI Guides
Workflow Orchestration ROI Timeline: 30 Days vs. 90
Activity ROI shows in two weeks; outcome ROI needs 90 days. Three checkpoints keep the program funded through the gap.
- 10 min read
- Jul 19, 2026
AI Guides
AI Lead Scoring vs Rule-Based: A 4-Level Maturity Test
Only 4% of companies create substantial AI value (BCG, n=1,000+). The 90-minute audit tells you if scoring is even your real problem.
- 9 min read
- Jul 18, 2026
Keep reading
Page 4 continues with notes 49 to 64.
It opens with “Hidden UTM Form Fields: HubSpot and Salesforce Setup”, published Jul 17, 2026.
Go to page 4