USDA to Use AI Tool in November Crop Report
The agency will test an artificial intelligence tool to check crop data before its November 10 production report after errors in its September figures.
Updated on Nov. 6, 2026 in Agriculture
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The USDA will use a newly built artificial intelligence tool to check crop data in its November 10 crop production report. The move follows errors in September corn data that led the agency to correct its yield estimates in October.
Why it matters
Data missteps have eroded farmers' and traders' trust in USDA forecasts, which shape planting, marketing and pricing decisions across the country. Nationwide, the AI tool is intended to add a layer of checking to the agency's existing data validation.
The USDA's September corn yield estimate was revised up about 3 percent in Nebraska, the third-biggest corn-producing state, and down about 2 percent in Kansas. The agency has not said how many other state figures may need correction.
The players
U.S. Department of Agriculture
The federal agency responsible for farm policy, crop forecasting and food safety, whose statistics guide markets worldwide.
National Corn Growers Association
A trade group representing roughly 35,000 corn farmers that advocates for growers on policy and market issues.
The details
A computer file incorrectly combined data on irrigated and non-irrigated corn acres gathered by field surveyors, producing the September errors. USDA officials said the AI tool would have flagged that problem.
Timeline
September 2026: USDA corn data errors appeared in the monthly report.
October 2026: The agency corrected its September corn production and yield data.
November 10, 2026: The next crop production report is due using the AI tool.
Market Landscape
The USDA previously revised last year's corn acreage estimates sharply upward, part of a run of corrections to the baseline that markets rely on. The AI tool is the agency's latest attempt to keep its monthly reports credible as thousands of employees have left the agency.
Corn and soybean price swings often follow USDA reports, so farmers and grain buyers rely on accurate figures when setting planting and selling plans. More reliable data would reduce the risk of costly decisions based on revised estimates.
The takeaway
Accurate federal crop data underpins farm planning and grain pricing, so readers should watch the November 10 report for whether the AI tool catches errors. Checking official USDA revisions before making major marketing decisions can help avoid acting on outdated numbers.
What happens next
The USDA will release its crop production report on November 10, the first to use the AI tool, and will make any necessary revisions to the soy processing report next month.
Further reading
Track more on Agriculture to see how federal crop data shapes farm markets.
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