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.
What this covers
Current notes
The goal is not more reading. The useful article helps name the buyer path, the missing proof, and the fix that may deserve a sprint.
AI & Automation
On January 16, 2026, OpenAI announced ads are coming to ChatGPT—the largest untapped advertising audience in history with 800 million weekly users. Here's everything marketers need to know about ChatGPT advertising: who sees ads, how they work, and how to prepare for the land grab moment.
Field Notes
The cost of waiting is not a generic AI benchmark. It is the value lost when a visible revenue path keeps breaking and nobody turns it into an owned workflow.
How-To Guides
AI Overviews now reach 2 billion monthly users with 492% YoY growth. Organic CTR dropped 61% for AI Overview queries. Here's the data-driven playbook for winning in the new AI search landscape—including the 7 essential GEO optimizations every marketer needs in 2026.
ai-implementation
92% of companies now use AI-driven personalization, yet only 35% offer true omnichannel experiences. Here is how to close that gap and generate 40% more revenue.
How-To Guides
63% of marketers now use AI tools—but most are leaving value on the table with vague prompts. Here are 10 battle-tested prompts that actually move metrics.
AI & Automation
95% of customer interactions will be AI-powered by end of 2026. Learn the strategies driving 12-27% CSAT improvements and $300K+ annual savings.
How-To Guides
A practical guide to implementing AI marketing by shipping one owned revenue-system change with source access, stop rules, QA, and a proof review.
Marketing & Growth
A practical guide to budgeting AI marketing work around one measurable revenue gap, source system, owner, proof gate, and stop rule.
How-To Guides
A practical field note on using AI workflow automation to clean one small-business handoff before buying tools, adding price tiers, or chasing generic time-savings claims.
How-To Guides
Lead scoring is useful when it explains fit, intent, blocker, owner, and next action, then moves the right record into the right work queue.
How-To Guides
Lead chat is useful when it captures fit, intent, blocker, and next action, then routes the record to the right owner before the buyer goes cold.
How-To Guides
Intent data helps when it turns website, CRM, content, and category signals into a named owner, reason, next action, and review path.
How-To Guides
Personalized content helps when it shows the right proof, answers the buyer question blocking the next step, and writes the decision back to the CRM.
How-To Guides
Automated outreach helps when it starts from a real buyer signal, answers one question, routes the reply, and stops when a human needs to own the conversation.
How-To Guides
Lead enrichment helps when the CRM shows the field, source, confidence, freshness, owner, and next action instead of another pile of purchased data.
How-To Guides
Attribution helps when it shows the source path, offer, conversion event, owner action, and revenue state clearly enough to change the next decision.
Next step
If there is a measurable revenue problem worth fixing, the Revenue Audit shows whether a Revenue System Sprint is the right next move.
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