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In this Edge of Intelligence episode, we delve beyond vanity metrics and discuss designing decision systems—how to transition from “pretty dashboards” to measurable business outcomes. Guest: Jim Harenchar, CEO of RMG (Response Marketing Group) Host: Carl Owen — Fractional CIO & AI Advisor, Proteligen What we cover: ● RMG’s evolution from direct-mail modeling to multi-channel, ROI-driven marketing ● Building and operating a 150M+ household data foundation with 350–400 attributes; segmentation that actually improves response and ROAS ● Where AI adds real value today: analyzing data at scale, faster model iteration, and near-real-time reads ● Tooling & ops: Snowflake → Tableau, data latency tradeoffs, and standardizing reporting without losing client-specific nuance ● Drift, bias, and overfitting in marketing models—how RMG validates internally before shipping a model to clients ● The next frontier: insights-as-a-service, compliance headwinds, and balancing purpose with performance Shout-out to RMG’s Edge page: RMG published a dedicated page for Edge of Intelligence listeners, offering exclusive deals—including SmartPiXL website visitor intelligence and Bullseye 3D geo-framing (both listed at $25k for six months, regularly $30k) —plus a customer segmentation analysis offer ($ 5,500 one-time). Worth a look if you’re formalizing attribution and lifting ROAS. Links: ● RMG “Edge” listener page: https://rmg-usa.com/edge/ ● RMG site: https://rmg-usa.com ● Proteligen (host): https://proteligen.com Chapters (suggested): 00:00 Intro 00:55 RMG origin & early modeling 04:18 Measuring ROAS across many channels 06:49 Data foundation & audience targeting 09:08 Where AI helps today 15:29 Data engineering & latency realities 18:01 Model validation, bias & drift 21:08 Scaling ops, tooling choices 27:11 Metrics that matter in tourism & beyond 29:34 What a Fractional CIO could tackle first 37:50 3–5 year outlook, compliance frontiers 40:22 Emerging tech that actually excites 42:08 Client expectations & near-real-time reads 46:31 Risks, constraints & talent 48:10 One piece of advice for insight-driven leaders 50:14 Where to learn more If this helped: Subscribe, share, and drop a comment on the one KPI that most changed how you invest your marketing dollars.