# Munari

Source: [Munari](<https://www.sota2.com/companies/munari>)

Collection index: [llms.txt](<https://www.sota2.com/companies/llms.txt>)

Data updated: 2026-11-11T17:28:42.095Z

Munari provides quality scoring and data operations infrastructure for robotics data collection, evaluating human demonstrations and robot-operator performance to improve staffing, coaching, and training-data quality.



## Company facts

| Field | Recorded value |
| --- | --- |
| Local name | Not recorded |
| Categories | Industrial, Robotics & Mobility |
| Headquarters | San Francisco, California, United States of America |
| Deployment | Not recorded |

## Products by this company

- [Munari](<https://www.sota2.com/products/munari-munari.md>): A robotics data-collection quality-scoring platform that evaluates human demonstrations, scores operators by task and episode, identifies collection-quality issues, and supports...

## Task-specific ranking appearances

## Source-linked company-provided customer evidence

These cases and testimonials are attributed company evidence, not independent verification of outcomes.

## Original provider information

[Official website](<https://munari.ai/>)