Field notes

Practical writing on AI that grows businesses.

Short essays from our delivery team on the systems, patterns, and decisions that compound revenue.

StrategyJul 4, 2026

Off-the-shelf vs custom CRM for high-volume call and insurance operations

A decision framework for insurance and high-volume call operations weighing a custom CRM against off-the-shelf: cost, control, and AI-readiness.

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StrategyJul 3, 2026

Why a custom CRM is the foundation of every AI automation that actually sticks

AI automations stall when the CRM cannot give them clean, writable data. Why a custom CRM is the foundation, and when off-the-shelf is enough.

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OperationsJul 2, 2026

AI call center ROI: the cost-per-resolved-call model that gets budget approved

Stop selling containment. Here is the cost-per-resolved-call model that gets AI call center budget approved by finance.

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Home ServicesJul 1, 2026

The missed-call leak: how home-services firms lose bookings before the callback

Up to a third of inbound calls go unanswered. Here is how home-services firms recover those bookings with an AI receptionist and instant callback.

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TravelJun 30, 2026

How timeshare operators cut cancellations with AI-driven retention flows

The rescission window is a measurable revenue leak. Here are the AI retention flows that recover at-risk timeshare owners before they cancel.

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InsuranceJun 29, 2026

AI Voice Agents in the Medicare Call Center: A 2026 Compliance and Performance Playbook

Medicare call volume concentrates into a brutal enrollment window every year. AI voice agents can absorb it, but only if CMS recording rules, TCPA consent, and HIPAA are designed in from the first diagram. Here is the architecture, the rules, and the ROI model, every claim cited to its primary source.

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OperationsMay 4, 2026

Why most call-center AI pilots stall at 30% containment

The integration layer, not the model, is the bottleneck. Five fixes from our last twelve deployments.

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HealthcareApr 22, 2026

A reference architecture for HIPAA-aligned voice agents

PHI handling, audit trails, and human-in-the-loop patterns that pass payer security review.

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RetailApr 9, 2026

Forecast accuracy is a working-capital lever

How a few points of forecast-error improvement at a mid-market retailer freed up meaningful inventory.

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TravelMar 28, 2026

Owner-services automation: lessons from a high-containment build

What we got right, and the two things we would scope differently next time.

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StrategyMar 14, 2026

Buying vs. Building an Enterprise Chatbot in 2026

Most enterprise chatbot build-vs-buy calls are made emotionally and regretted financially. Here is the framework, the data on why most GenAI pilots stall, and the one line that actually decides it.

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EngineeringFeb 27, 2026

Evaluation Pipelines That Survive a Model Swap

Models change every few months. Without an eval harness you own, every upgrade is a gamble. Here is the model-agnostic harness we ship, wired into CI, and how it aligns with NIST and HELM.

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