Problem

AgTech company needs a solution to understand farm health (plant disease, etc.) based on aerial imagery of farms

Solution

Designed and build drone-mounted imaging sensors

Built AI models to translate images into plant health data

Advisory to farmers & insights for corrective actions

Impact

100s of farmers signed up globally

$10M annual reccuring revenue business

5-10X ROI through improved yields, labor, and costs

Problem

Major agricultural lender looks to improve credit assessment for farms: underwriting, portfolio monitoring, and risk management

Solution

Set up multi-modal data pipeline (loans, satellite & field imagery)

Designed methodology to assess risk events across multiple crops types and regions

Built team of data scientists, product management & customer success for rollout

Impact

20% savings in labor efficiency (customer inspections, borrower engagement)

Up to $5M of avoided loan losses through risk alerts and early warning

$1M annual recurrent revenue for the product with just one lender

Problem

Insurance broker needs ways to help millions of seniors navigate find the right plan based on their health records

Solution

Prepared dataset of millions of records and health outcomes with 140K+ data points

Trained 600 neural networks (Keras / Tensorflow) to predict disease & recommend plan & benefits

Set up a multidisciplinary team of 10 to build and roll out the product

Impact

Customer churn rate reduced by 45%

Onboarded entire sales agent workforce

Problem

University removed test scores as decision driver for admissions and needs a more accurate metric to better predict student success once in the program

Solution

Assembled data pipeline (e.g. high school performance, essays & interview inputs)

Built regression model with high prediction accuracy and handling of outliers

Set up data governance for ongoing data collection, cleaning, and integration

Impact

Freshman attrition rate reduced from above 30% to around 10% within 2 years

Improved diversity of student body (e.g. top grades, clear communicators, strong collaborators)