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.
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.
How-To Guides
Only 44% of marketing leaders trust their attribution data (Marketing Report 2026). Most stop at channel-level reporting and cannot tell which specific blog post or webinar produced pipeline. Here is the per-post attribution framework, the withUtm() helper we use to dogfood it, and a 30-day build plan.
How-To Guides
Only 8% of marketing teams orchestrate multi-step AI workflows (NinjaCat 2026). The other 92% cannot orchestrate what they have not mapped. Here is the 60-minute session format that produces a usable operational inventory with named owners, tool assignments, data contracts, and failure paths.
How-To Guides
Only 8% of marketing teams orchestrate multi-step AI workflows across tools and teams (NinjaCat 2026). The other 92% buy AI tools that sit in isolation. The gap is chain integrity, not tool count. Here is what the 8% do differently, why most teams plateau, and a 30-day plan for your first orchestrated workflow.
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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