Human in the loop for robotics and AI teams
BUNCH builds dedicated QA teams for robotics and AI companies. Our teams review and validate your training data against your guidelines.
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Accuracy Guaranteed
Checked against your criteria
Coverage
Reviews run around the clock
Double Pass QA
Every item checked twice
HIGH-PRECISION QUALITY ASSURANCE FOR ROBOTICS AND AI DATA
Expert QA analysts, 24/7 operations and workflows built around your data. A managed QA team that takes the quality burden off your robotics and ML team.
AI data experts since 2017
We've been labeling and checking AI data since 2017, across computer vision, NLP and multimodal datasets.
Every team has a quality structure
Team leads, workforce managers and QA specialists work together to keep your team organized and consistent.
Consistency as you scale
We own your guidelines, refine them and add every new edge case, so quality holds as your dataset grows.
95%+ accuracy, guaranteed
Quality you can measure, backed by proven QA processes and daily checks.
HUMAN IN THE LOOP FOR ROBOT TRAINING DATA
Human in the loop means a person checks your data and catches errors before they reach your model. For us that means quality assurance (QA). BUNCH works with robotics and AI companies that train robots for everyday tasks, from household chores to warehouse picking and other logistics work. Our teams review the video, image, text and audio data, segment it into actions and approve, reject or comment on every item. Our quality processes have been refined over years of AI data work, because we know clean data is what trains reliable robots and AI models.
We can also label, annotate and validate your data. The full data operations cycle, managed by one team.
HOW THE REVIEW LOOP WORKS
You share the videos, images, text or audio that need a QA check
Our QA team reviews your data and corrects any errors found
Edge cases are sent to you, with the context you need to decide
Every correction feeds back into your guidelines and your data
EVERY ROBOT TRAINING FILE, QUALITY-CHECKED
Labeling at scale is faster than ever. Finding the errors in a dataset is not. Our QA team identifies errors, corrects them and documents the root cause, so you can address it at the source.
Frequently Asked Questions
Explore answers for the most common questions from our trusted partners and clients
What Is a Human in the Loop Service?
A service where a person checks, corrects or approves data or AI output before it counts. Our focus is quality assurance on the data your models learn from.
Is There a Human QA Service for Robot Training Data?
Yes. BUNCH runs QA teams in the Philippines that review, segment and approve robot and AI training data 24/7, with daily QA by a dedicated QA analyst.
How Do You Keep Quality Consistent?
We write the review criteria with you and train everyone on the same examples. We also own the guidelines, so they always stay up to date. A team lead makes sure everyone is trained on new findings and guideline changes. QA analysts check all the data to make sure it is correct.
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