AI that
understands
the field.
Crops Language Model (CLM)
Understand your opportunity.
| Component | Value | Share |
|---|---|---|
Avoided losses (pests / diseases / weather stress) |
$0 | — |
Input savings (variable-rate fertilizer / NDVI hot-spot spray) |
$0 | — |
| Total — Gross Benefit | $0 | 100% |
Typical loss distribution along the crop cycle — where aerial monitoring + AI delivers the highest impact.
Calculation basis: reference economics from USDA NASS / ERS / WASDE 2024/25 (corn $4.20/bu · soybean $9.95–10.80/bu · cotton $0.644/lb upland · HRW wheat $5.52/bu · long-grain rice $14.50/cwt · cow-calf $689 op / $1,069 total per head). Calibrated losses represent the avoidable gap between best-practice and median operations — Crop Protection Network multi-year disease + invertebrate surveys (corn 8.2% '23, soybean ~11% disease, cotton 7.4% '23, wheat 8.3% '24) plus 1–2 pp for VRT mismatch and missed economic-threshold timing. Service cost $4–$15/acre/season for monitoring + AI scouting (agdronedirectory; Taranis/Sentera/FieldAgent); $10–$30/acre for drone spraying (MU Extension G1274 — $11.55–$12.27/A breakeven on Agras T-40). Effectiveness factors based on US extension trials: Beck's PFR drone fungicide +$13–$16/A vs. ground (corn/soy 2-yr); Sentera SmartScript NDVI hot-spot 30–70% chemical reduction; John Deere ExactShot up to $40.74/A VRT savings; MDPI Sustainability 2024 meta-analysis n=85 studies (+22.3% ROI / +18.5% net profit / 12.8% pesticide reduction). Confidence interval ±30% — yield is highly heterogeneous by region (Corn Belt 207–225 vs. High Plains 144–194 bu/A; cotton $322 dryland vs. $2,100/A AZ Pima). Contact us for state-specific calibration of your operation.
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