Sera deployed as the reasoning layer above existing climate computers, sensors, and logs across all sites—ingesting data from varied systems (e.g., Priva at one, Hoogendoorn at another, manual logs at others) while activating the enterprise knowledge base with company-wide SOPs, thresholds, and site-specific rules. It enabled:

• Unified visibility: One always-current picture for cross-site comparisons—e.g., "Dry-back consistency Site A vs. Site B this week" or "Energy use per kg yield multi-site benchmark."

• Standardized operations: Knowledge base enforced uniform protocols (e.g., irrigation refresh targets, IPM thresholds, energy rules) regardless of local hardware or team experience—recommendations and alerts aligned instantly.

• Automated monitoring and orchestration: Daily briefs aggregated deviations enterprise-wide; workflows triggered protocol actions (e.g., EC stacking detected → push flush checklist + follow-up task); high-priority alerts routed intelligently (crop-impact to growers, hardware to tech leads).

• Instant diagnostics via assistant: Ask "Why performance drift at Site C?" → get root-cause with correlations and prevention steps—no manual exports or travel needed.

• Centralized decision support: Shifted from fragmented reporting to proactive, data-backed oversight—freeing management for strategy over routine checks.

No custom integrations or major hardware—just better reasoning, normalization, and knowledge activation over existing data to bridge site gaps.