08/20/2026
RSM's Middle Market AI Survey 2025: data quality was the number one challenge in using generative AI. Not cost. Not talent. Not technology. Data quality.
RSM's analysis of manufacturing specifically is even more direct: "Manufacturers eager to deploy AI-driven solutions often discover that their data infrastructure is inadequate. Conversations about implementing AI often circle back to the need for clean, harmonized and accessible data."
Every AI conversation circles back to data. Every time. Predictive maintenance requires accurate sensor data flowing to the right models. Supply chain optimization requires inventory counts that match across systems. Customer engagement requires records that agree on who ordered what, when, and for how much.
The AI is ready. The data feeding it usually isn't.
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