Blog = field notes
Practical notes on AI strategy, agents, CRM automation, attribution, conversion repair, and the revenue gaps we look for before a sprint.
Articles
Each article should make the audit sharper or the sprint plan clearer.
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
revenue movement measurement is the AI marketing budget cut predictor. Which dimension predicts CFO cuts most, why it outranks all nine, and how to fix it in 30 days.
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
Median B2B SaaS CAC payback is 18 months (Benchmarkit 2025, n=936). Pooling AI-touched and non-AI-touched leads makes the number useless. Here is the cohort split, with a full worked example.
marketing-automation
95% of enterprise AI pilots fail to deliver profit impact (MIT NANDA 2025). Here is the four-layer diagnostic that finds which of your marketing AI tools are isolated and which pipe to build first.
How-To Guides
BCG 2025 study shows AI leaders achieve measurable revenue growth vs laggards. Here is what changes across all 10 AI marketing maturity levels from Level 1 to Level 4.
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 the 11-day cohort finding.
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.
How-To Guides
The 10 dimensions of AI marketing maturity, each weighted by revenue impact. Only 8% of teams orchestrate at full maturity (NinjaCat 2026, n=500+). What each dimension measures and which to fix first.
Industry Insights
AI customer service for cannabis dispensaries must age-gate, refuse dosing claims, and read the POS. Here is how to automate compliantly without a TCPA suit.
How-To Guides
Both first-touch and last-touch attribution miscount B2B deals. Only 18.2% use integrated attribution (RevSure 2025, n=60). Here is the comparison and fix.
How-To Guides
18.2% of B2B teams use integrated attribution (RevSure 2025). Most define pipeline-influenced revenue post hoc. Here is the three-component definition that survives a CFO challenge.
How-To Guides
81% of marketing teams have no formal framework for measuring AI revenue movement (NinjaCat 2026). The other 19% use three metrics that survive CFO scrutiny: pipeline-influenced revenue, sales cycle compression, and CAC payback. Here is how the model works, a $418k Q1 receipt, and a 30-day build plan.
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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