Problem: Weight and volume constraints increased cost per flight.

Approach: Computer vision + integer programming for better packing.

Result: Significant reduction in operational waste.

Problem: Pest alerts arrived too late in large farms.

Approach: Image detection and smart inspection routes.

Result: Operational improvement with less area lost.

Problem: Static segmentation limited conversion and retention.

Approach: Contextual bandits and uplift for offer policy.

Result: Consistent lift in loyalty.

Problem: Teams reviewed documents manually.

Approach: TRF extraction + LLMs to summarize and classify.

Problem: Need to validate strategy before launch.

Approach: Risk models and a functional prototype with automation.

Result: Faster decision to scale or pivot.