Precision wine grape crop estimation.

Forecast yield with rising confidence at every phenological stage — budbreak to harvest — with a dual-validation engine that pairs non-invasive imaging with destructive ground truth.

Operational confidence trajectory

65% 80% 85% 95% Final Budbreak + Set Midpoint Veraison Harvest

Accuracy climbs as the season progresses and the model tracks clusters and berries — to final yield verification at harvest.

The dual-validation engine

Phenological testing — non-invasive

2–4 canopy images per tagged vine at Budbreak, Set, Midpoint, Veraison & Harvest; shoots and clusters counted per scouting event.

Destructive testing — ground truth

At Veraison & Harvest: complete cluster collection, dual-angle photography, precise weighing and volumetric testing — the truth that trains the model.

The global data engine

5,735 distinct data points (through CA 2025)

2,525 phenological images across 5 stages

3,210 destructive weight verifications

Across California (Lodi, Livermore, Healdsburg) and Chile (Santiago, Casablanca Valley) — Cabernet Sauvignon, Chardonnay, Pinot Noir & Sauvignon Blanc.

Advanced Inventory Cluster Count® Cluster Weight® Grape Sizing®

The vanguard advantage

Today's ground-truth data is the foundation of tomorrow's autonomous vineyard — partners get early, reduced-price access to Agentic AI tiers as they enter production.

Join the wine grape pilot

Partner with us on phenological + destructive data collection and get early access to the platform.