How-To Guides
UTM Campaign Naming Convention and Schema Design
27 touchpoints across 11 channels per B2B purchase (Forrester). A four-field utm_campaign schema keeps all of it filterable.
- 11 min read
- Jun 7, 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 an audit.
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
CAC Payback For AI Marketing: Measure One Path
Blended CAC hides the AI effect. Split one AI-assisted path from the old path and inspect cost, margin, owner, and the decision.
- 4 min read
- Jun 6, 2026
AI Guides
Why AI Tool Integration in Marketing Fails (and the Fix)
AI tools fail quietly outside the workflow. The four-layer audit finds the broken handoff and names the pipe to build first.
- 2 min read
- Jun 5, 2026
How-To Guides
AI System Maturity: From Tools To Owned Workflows
Maturity is not tool count. The jump from Level 1 to Level 4 is one buyer path with a trigger, owner, stop rule, and proof review.
- 3 min read
- Jun 4, 2026
How-To Guides
How withUtm() Closes the Marketing Attribution Gap
Only 41% of marketing leaders rate their measurement mature (McKinsey). withUtm() moves CTA tagging from authors to the system in 30 minutes.
- 12 min read
- Jun 3, 2026
How-To Guides
AI Sales Cycle Compression: How to Measure It
57% of B2B sales pros say cycles are getting longer (Salesforce, n=4,050). Measure compression on a matched cohort, not an aggregate average.
- 12 min read
- Jun 2, 2026
Industry Insights
Dispensary Menu Sync: Dutchie, Jane, Leafly on Autopilot
Overselling sold-out products costs retailers about 4.1% of revenue (IHL Group). One POS source of truth keeps Dutchie, Jane, and Leafly honest.
- 9 min read
- Jun 1, 2026
Industry Insights
Compliant Abandoned-Cart Recovery for Dispensaries
Yes, dispensaries can legally recover abandoned carts. Opted-in account holders only, CAN-SPAM basics, and separate written consent before any text.
- 9 min read
- Jun 1, 2026
How-To Guides
The 5 Marketing Automation Failure Patterns
Gartner predicts 60% of AI projects fail on data. Five named failure patterns explain how chains break, each with a detection signal and fix.
- 12 min read
- Jun 1, 2026 · Updated Aug 24, 2026
How-To Guides
The 10 AI System Maturity Dimensions
Only 29% of data leaders can measure business-outcome value (IBM, n=1,700). Ten dimensions locate the gap before more AI gets funded.
- 12 min read
- May 31, 2026 · Updated Aug 23, 2026
Industry Insights
AI Customer Service for Cannabis Dispensaries (Compliant Setup)
One wrong text can cost $500 under the TCPA, per violation. The compliant setup: age-gate first, route dosing to a human, read prices from the POS.
- 11 min read
- May 30, 2026
How-To Guides
First-Touch vs. Last-Touch Attribution: Why Both Fail
11 buyers, 150-200 touchpoints, and one channel gets 100% of the credit. Why first- and last-touch both fail, and what replaces them.
- 12 min read
- May 30, 2026 · Updated Aug 22, 2026
How-To Guides
Pipeline-Influenced Revenue: How to Define It for B2B and SMB
Only 18.2% of B2B teams run integrated attribution (RevSure 2025). Define pipeline-influenced revenue in three parts that survive a CFO.
- 12 min read
- May 29, 2026
How-To Guides
Measure Revenue Movement
Hours saved is not a result. Measure one revenue path against an honest baseline, then make a keep, repair, expand, or stop call.
- 4 min read
- May 28, 2026
How-To Guides
The 44% Gap: Attribute Pipeline to Every Asset
Only 44% of marketing leaders trust their attribution data (Marketing Report 2026). Per-post attribution finds which asset produced pipeline.
- 17 min read
- May 28, 2026
How-To Guides
Map One Marketing Workflow
Forrester found 46% of ops teams run mostly manual processes. Map one buyer path in 60 minutes and find the handoff worth fixing first.
- 12 min read
- May 28, 2026 · Updated Aug 20, 2026
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