Jul 2, 2026
Marketing Data Quality: The AI Prerequisite Nobody Fixes
Only 26% of executives trust their data to support AI revenue (IBM, n=2,500). Fix four quality dimensions before the next AI spend.
- 10 min read
- AI Guides
Blog category
AI Guides
Page 4 of 4 in AI Guides: notes 49 to 58 of 58, newest first.
Articles
AI Guides: 58 notes, newest first.
Jun 29, 2026
Marketing AI Tool Sprawl: The Overbuy Trap and How to Fix It
79% of enterprises adopted AI agents; 11% run them in production (IBM, n=2,500). The three-question audit cuts 10 tools to 3.
- 10 min read
- AI Guides
Jun 25, 2026
AI Workflow Error Handling: Four Types, Four Routes
Four failure types, four routes: halt, retry, notify, or reroute. The monitoring setup that catches breaks before your pipeline does.
- 10 min read
- AI Guides
Jun 21, 2026
What Is a Workflow Data Contract? A Field Guide for AI Marketing
Gartner: 60% of AI projects will be abandoned on data readiness. A data contract per handoff is the cheapest insurance; the field guide.
- 13 min read
- AI Guides
Jun 13, 2026
AI Lead Enrichment: Orchestrate or Automate?
Poor data quality costs $12.9M a year on average (Gartner). One-ruleset enrichment is how you buy it; routing and fallbacks are the fix.
- 12 min read
- AI Guides
Jun 9, 2026
Choosing Your First AI Workflow: A Scored Decision Tree
AI leaders run 3.5 use cases; laggards run 6.1 and earn less (BCG). A scored decision tree picks the workflow to orchestrate first.
- 12 min read
- AI Guides
Jun 5, 2026
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
- AI Guides
Feb 8, 2026 · Updated Jun 27, 2026
Email Automation That Improves One Business Result
Generic drip campaigns measure sends. Build email automation against one business result: calls, response time, proposals, retention.
- 4 min read
- AI Guides
Feb 7, 2026
AI Chatbots That Route Buyers and Capture Evidence
A chatbot that only answers questions is a FAQ with latency. Route qualified buyers, capture blockers, leave the CRM real evidence.
- 4 min read
- AI Guides
Jan 15, 2026 · Updated Jun 26, 2026
AI Customer Path Mapping: Fix the Next Handoff
You do not need the whole path mapped. Fix the next handoff: signal, source, owner, AI task, stop condition, measurement.
- 4 min read
- AI Guides
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