Evaluating only Prevedere’s profile at its peak — without knowing the outcome — the model ranked Acquisition gone wrong as the #1 likely cause. Documented cause: External shock.
Key Events Timeline
FOUNDING
Rich Wagner founds Prevedere in Columbus, Ohio, to build demand forecasting models using external macroeconomic data signals.
FUNDING
Prevedere closes $16M Series B; platform ingests 1.5B external data points weekly and claims Fortune 500 CPG clients.
PIVOT
Post-COVID economic volatility causes model error rates to double; clients report forecast accuracy declining from 85% to below 55%.
SHUTDOWN
Major CPG clients churn through 2023 as model trust erodes; Prevedere conducts a quiet wind-down in early 2024 after 12 years.
Full Analysis
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Documented cause
Prevedere, founded by Rich Wagner in Columbus, Ohio, raised $28M including a $16M Series B in 2019 to deliver external economic signal-based demand forecasting for enterprise CPG and retail clients. The platform ingested 1.5 billion external data points weekly. Post-COVID economic volatility in 2021-23 made macroeconomic-linked forecasting models unreliable, with model error rates doubling. Clients including major CPG brands churned as trust in the models eroded. The company conducted a wind-down in early 2024.
Lesson
“Macro-economic linked AI forecasting needs human-in-loop override protocols or catastrophic model drift kills credibility fast.”