I will audit and fix your ai dataset labels to improve model accuracy
About this Gig
Model works in testing but fails in production? The problem is often the data, not the model. We find what's wrong with your dataset and fix it.
SERVICES
- Find wrong, missing, and inconsistent labels
- Remove blurry, duplicate, and unusable images or frames
- Check class balance and coverage gaps
- Correct errors and return a clean dataset
DELIVERABLES
- Audit report: error rate, error types, and example images
- Class balance breakdown showing weak or missing classes
- List of removed files and why they were removed
- Corrected dataset in your original format (Standard and Premium)
- Recommendations for what data to add next (Premium)
WHY WORK WITH US
- Clear numbers, so you know exactly what was wrong
- AI-assisted error detection plus human review
- Your original format kept, so nothing breaks in your pipeline
- Fast turnaround on small batches
A small audit costs less than one failed training run. Message us with your dataset size and format for a quick quote.
Technique:
Manual
Tagging type:
Text
•
Image
•
Video
FAQ
Will you delete files from my dataset?
We never delete without telling you. Removed files are listed with reasons, and you get them back separately.
Can you audit video datasets?
Yes. Message us with the total footage length for a quote.
What if my dataset is mostly fine?
Then the report will show that, which is useful proof before an expensive training run.

