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.
ModAstera has been selected as one of 15 finalists in the Qualcomm AI Program for Innovators (QAIPI) 2025 - APAC, receiving 6 months of mentorship and platform support to accelerate AI development.

By ModAstera
23 May 2025
We are thrilled to announce that ModAstera has been selected as one of 15 standout startups across Japan, Singapore, and Korea to participate in Qualcomm’s AI Program for Innovators (QAIPI) 2025!
The QAIPI 2025 – APAC is a competitive program launched by Qualcomm Technologies, aimed at empowering startups and individual developers across Asia-Pacific to build scalable, on-device AI solutions. We will receive through 6 months of 1:1 mentorship, direct access to Qualcomm’s hardware and platform expertise, and resources to bring cutting-edge products to market faster.
This recognition marks a significant milestone in our mission to transform medical AI with MAEA, the world’s first Medical AI Engineering Agent, built to automate and accelerate compliant AI development in healthcare.
🔗Learn more about the Qualcomm AI Program for Innovators here: :https://www.qualcomm.com/ai-program-for-innovators/apac
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.