Notes from teams
running AI in production
How enterprise AI actually runs, from pilot to operating model. Implementation, governance, spend visibility, and the lessons that don’t make it into vendor decks.
Invoice ProcessingInvoice Automation: Why Your AP Team Was Never the Problem
Manual AP costs up to 5x more than it should. Here’s how Aixle’s invoice automation gets financial services teams to 90% straight-through processing, with zero exceptions falling through the cracks.
Peter Klayman · EVP, Business Strategy, DualbootRead More field notes
AI Tool SpendYour team is spending $5K a month on AI tools. Where’s the ROI?Developers are burning $5K a month on AI tools with no ROI in sight.Financial ServicesAI Without the Chaos: A Decision Framework for Financial Services LeadersAdopt AI without more fragmentation or risk.Pilot to ProductionThe AI Inflection PointA C-suite playbook for scaling AI from pilots to profits.Explore the latest field notes
AI Tool SpendToken Savings in Practice: Cutting AI Agent Development Costs
Two months of production logs show where AI agent development costs really go: prompt caching, model tiering, and reasoning spend, not marketing math.
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AI Tool SpendYour team is spending $5K a month on AI tools. Where’s the ROI?
Developers are spending $5K/month on AI coding tools with no visibility into ROI. Learn how AI spending visibility and governance can help engineering leaders finally get the numbers.
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ManufacturingSupply Chain Visibility Starts at Tier 2: Why Most Manufacturers Are Flying Blind
43% of organizations have no visibility beyond their Tier 1 suppliers. Here's what that gap actually costs — and how to fix it.
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Financial ServicesThe Silent Erosion: Why Manual Compliance Is the Modern Bank's Greatest Liability
Financial institutions are spending millions on compliance frameworks that can't keep pace with modern risk. Here's what that's costing them.
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ManufacturingThe Factory Floor Knows Everything. Your Supply Chain Knows Almost Nothing.
The IT/OT gap is leaving real-time factory data stranded. Here's how to close it.
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HealthcareThe Compliance Bottleneck: Why Healthcare AI Stalls Between Pilot and Production
Most healthcare AI pilots never reach production. Here's why compliance friction is the real blocker — and what it takes to move past it.
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