OBSERVE
Understand the real manual workflow.
PHYSICAL AI DEPLOYMENT ECONOMICS
Know what to automate — before deploying the robot.
TaskMetra studies real manufacturing workflows to understand where robotic automation creates measurable economic value — and whether deployed systems deliver the economics originally promised.
Measured in cost per successful task.
REAL WORKFLOWS.
REAL DATA.
REAL ECONOMICS.
REAL DATA.
REAL ECONOMICS.
OUR APPROACH
From real workflows to measurable economics
MODEL
Calculate current cost, throughput and constraints.
COMPARE
Compare robotic solutions on full deployment economics — not robot price alone.
VALIDATE
Measure actual production performance after commissioning.
OUR KEY METRIC
Cost per Successful Task
Total cost of operation ÷ successfully completed physical tasks
Human
Labor cost
Rework
Supervision
Other process costs
Robot
Hardware · Integration · Tooling & vision
Safety · Maintenance · Operator intervention · Downtime
RESEARCH CASE #001
CNC Machine Tending
Preliminary research assumptions — currently being validated with manufacturers and system integrators in China.
Human cost / successful task¥1.055
Robot cost / successful task¥0.190
Modeled payback8.1 months
Robot / human output0.947×
RESULT: NOT YET ATTRACTIVE
Despite attractive modeled cost savings, the current robot scenario does not meet the required human-output baseline.
WHO WE WORK WITH
Built for the robotics ecosystem
For Manufacturers
Which workflow should we automate next? Which solution makes economic sense?
For System Integrators
Build a clearer economic case and compare expected vs actual deployment performance.
For Robot Companies
Understand where robot capabilities translate into measurable production economics.
FOUNDER RESEARCH
Currently in Shanghai & the Yangtze River Delta
We are building a real-world dataset of robotic deployment economics with manufacturers, robot companies and system integrators.
We are particularly interested in completed deployments where expected and actual production performance can be compared.
Eimantas Vabuolas
Founder
Physical AI / Robotics
China Mobile
+86 187 2120 3615
WeChat
Eimantas1