Measuring AI ROI: From Pilots to Deployed Intelligence
A practical way to measure AI ROI before, during, and after deployment, especially for expert teams turning messy operational data into working intelligence systems.
Out of 50 participating startups, and after going through 3 rounds of selection, ModAstera was awarded the Champion of the Pitch Contest.

By ModAstera
28 Mar 2025
We are excited to announce that our co-founders, Joshua Owoyemi participated in the Takeoff Tokyo 2025 Pitch Contest. Out of 50 participating startups, and after going through 3 rounds of selection, ModAstera was awarded the Champion of the Pitch Contest. See the announcement on Takeoff Tokyo Substack page
A practical way to measure AI ROI before, during, and after deployment, especially for expert teams turning messy operational data into working intelligence systems.
A practical framework for turning messy operational, clinical, manufacturing, research, or service data into working intelligence systems that support real decisions.
Automated ML can speed up visual inspection experiments, but deployable factory AI still depends on image capture, labels, validation, integration, and monitoring.