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.
marketing-automation
An AI lead enrichment workflow that runs on a single ruleset routes wrong records to the wrong sources. Gartner puts the annual cost of poor data quality at $12.9M. Here is when orchestration fixes what automation cannot.
How-To Guides
Score your marketing team's AI maturity in 12 minutes using a 10-dimension, 100-point framework. Find the buyer-path gap worth inspecting first.
How-To Guides
UTM form submit capture keeps source data out of the unknown bucket. 75% of B2B teams have 10%+ inaccurate lead data (Integrate 2025). Complete wiring guide.
How-To Guides
AI productivity vs revenue movement is not the same measure. IBM's October 2025 study (n=3,500) found 66% of organizations report AI productivity gains but only 1 in 5 have seen actual revenue movement. Here is why hours saved fails the financial test, and the three metrics that replace it.
How-To Guides
Claude Fable 5 follows brief, plain instructions better than any prior Claude model, per Anthropic's official prompting guide. Here is the 7-step recipe in plain English, plus the 8 paste-ready instructions we run in our own working setups: state the outcome, give the reason, set boundaries, pick the effort level, and require evidence behind every progress claim.
marketing-automation
BCG found AI leaders focus on 3.5 use cases versus 6.1 for laggards, generating 2.1x more revenue movement. Here is the four-criteria decision tree for choosing which marketing workflow to orchestrate first.
How-To Guides
AI spend becomes easy to cut when it looks like a tool list instead of a working revenue path. Use the measurement brief to tie one tool to one buyer-path result.
How-To Guides
B2B purchase decisions touch 27 touchpoints across 11 channels (Forrester 2026). Here is the four-field utm_campaign schema that makes attribution filterable and durable.
How-To Guides
Measure CAC payback by splitting one AI-assisted acquisition path from the comparable old path, then inspect cost, margin, owner, and decision.
marketing-automation
AI tools fail quietly when they sit outside the workflow. Use this four-layer audit to find the broken handoff and decide which pipe to build first.
How-To Guides
AI maturity is not tool count. It is the move from scattered AI activity to one buyer path with a trigger, source record, owner, stop rule, and proof review.
How-To Guides
A withUtm() helper marketing function auto-tags every CTA automatically. Only 41% of marketing leaders measure at maturity (McKinsey 2024). Thirty-minute build.
How-To Guides
measured of B2B sales pros say cycles are getting longer (Salesforce 2026, n=4,050). AI sales cycle compression explains why. Here is how to measure it on a matched cohort.
Industry Insights
Dispensary menu sync automation keeps Dutchie, Jane, Leafly, and Weedmaps matching your POS in real time so you stop overselling sold-out products.
Industry Insights
Can dispensaries run abandoned-cart emails legally? Yes, with consent. A compliant dispensary abandoned cart recovery playbook under CAN-SPAM and TCPA.
How-To Guides
Gartner predicts measured of AI projects fail for data (2025). Five marketing automation failure patterns explain why. Each has a detection signal and a fix.
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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.
Apply for a Revenue Audit