Poda - The Platform of Future Work.
Workers stay essential, as they build a career turning human insight into machine intelligence.
Earn $20/hr+ guiding the next generation of AI and Automation.
Mission
Make every worker essential.
Employ & Educate
Where AI hesitates, humans decide.
Models handle scale. People resolve ambiguity, safety, and edge‑case reality.
Robotics‑grade ready
Built for real‑world.
Every task feeds perception systems that must work in uncontrolled, human environments.
Task mix
Road to Autonomy
Work domains
Where the future workforce starts.
Beyond object detection, PODA trains decision logic and critical reasoning. Every review teaches models how to respond in complex, ambiguous environments.
This strengthens planning, safety behavior, and the human factors that autonomy systems need to operate in the real world.
Live pipeline stats
Data provenance
- Source verified capture logs
- YOLOv8 + sensor pre-labeling
- Human QA + adjudication
- Training-ready exports
- Scenario-level decisions archived
Humanoid tasks
Train robots across industries, not just mobility.
Focused task streams for dexterity, perception, and human-safe operation.
Dexterity training
Annotate grasp types, tool usage, and fine-motor interactions for humanoid hands.
Scene understanding
Label affordances, obstacles, and intent to help robots reason about real environments.
Safety & compliance
Review edge cases to keep human-robot collaboration safe and reliable.
FAQ
Answers for getting started.
What is PODA?
PODA is a work platform for autonomy teams. Workers verify edge cases and teach decision logic that keeps robots safe.
How do I start working?
Create a profile, verify your identity, and complete a short skills check. You will then see review lanes you can join.
What kinds of work are available?
Logic review, scenario validation, QA audits, and data verification that help autonomy systems respond correctly in the real world.
How much can I earn?
Verified review work starts at $20/hr. Higher quality and consistency unlock better-paying lanes.
Do I need robotics experience?
No. We train you on each lane with clear guidelines and example scenarios.
How does quality get measured?
We score accuracy, consistency, and adherence to review guidelines. Higher scores unlock more advanced work.
When do I get paid?
Payments are processed on a regular cadence after reviews are verified.
Can I work remotely?
Yes. Work is remote as long as you meet verification and quality requirements.
What equipment do I need?
A reliable computer, stable internet, and a quiet environment for focused review.
How do I access the platform?
You will receive an invite code once you are approved. Enter it on the platform access dialog.
Pilot
Launch your career with PODA.
We are onboarding partners who need robotics-grade perception data and fast, reliable review loops.
Early access
Get the platform brief + pilot intake.
We will follow up with access details within 48 hours.