
CSOs from Synchrony, Penske, and DTEX Systems detailed at HBR's first Strategy Summit how they tie AI investments to specific business metrics, not broad bets.
Harvard Business Review hosted its first Strategy Summit in late February. Three chief strategy officers took the stage to explain how they fund artificial intelligence projects inside large, non-tech companies. Each described a common discipline: the investment must link directly to a unit of the existing business, not a standalone technology push.
Sherry Sanger, chief strategy officer of Penske Transportation Solutions, told the audience her team starts with a customer problem, not a model capability. Tools that do not map to a specific logistics pain point get cut early. Penske deploys AI to optimize fleet routing. Fuel and driver hours are the two biggest cost lines in trucking. A routing algorithm that cuts empty miles by 2% drops straight to operating margin, she said.
Jennifer Moll of DTEX Systems spoke about security analytics. Her team tests new AI models against a baseline of human-only response times. The goal is fewer false positives. Security analysts at large companies spend 30% to 40% of their day sorting alerts that turn out to be noise, she said. DTEX has built models that reduce that noise and let analysts focus on real threats. The improvement shows up in product retention and renewal pricing.
Maran Nalluswami of Synchrony described how the consumer lender uses machine learning to personalize credit offers and predict delinquencies. Synchrony holds $40 billion in credit card receivables. A one-basis-point improvement in charge-off rates is material. Nalluswami stressed that every model must be explainable to regulators. Human underwriters stay in the loop on any decision that changes a credit line. The bank tests new models against current approval and loss rates before scaling.
The three executives shared a skepticism about broad AI transformations. Each company filters ideas through a specific ROI gate. Penske cuts projects that do not solve a named customer issue. DTEX requires a time saving per analyst that can be measured. Synchrony benchmarks against current loss rates. None of the three CSOs described a moonshot.
Payoffs will show up in unit economics rather than a single revenue jump. Synchrony could see lower charge-off rates over the next two to three quarters. Penske's routing efficiency might reduce operating costs as a percentage of revenue. DTEX's improved alert accuracy can support higher subscription pricing. None of the executives gave a timeline for when the spending would hit the income statement as a measurable tailwind. All three said their companies would report progress on the next earnings call.
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