I will label and classify your text data with ai quality assurance
About this Gig
Need your text data labeled fast and accurately? I use AI-powered pipelines with built-in quality assurance to classify your data 10x faster than manual labeling with a quality report included in every delivery.
What I can label for you:
Sentiment analysis (positive / negative / neutral / custom scale)
Text classification (categories, topics, genres)
Intent detection (for chatbot training data)
Named Entity Recognition (NER) people, products, locations, dates
Multi-label classification (one text, multiple tags)
Custom labeling schemes you define the rules, I execute
My QA Process (4-stage pipeline):
1. AI Classification label each row by your rules
2. Consistency Review check for conflicts and edge cases
3. Auto-Correction fix flagged issues automatically
4. Quality Audit random sample check + accuracy report
You'll receive:
Labeled dataset (CSV or JSON format)
Quality audit report with accuracy score & label distribution
Confidence score for every single row
Revision support if anything needs adjustment
Why choose me:
10x faster than manual labeling
90%+ accuracy guaranteed
Transparent you see the quality metrics
Free sample available (send 10 rows + rules, I'll label them free!)
Technique:
Automated
Tagging type:
Text
FAQ
What file formats do you accept?
CSV, JSON, TXT. Just send your data and I'll handle the rest.
What's your accuracy rate?
Typically 90-97%. Every delivery includes a quality audit report.
Can I get a free sample?
Yes! Send 10-20 rows with your labeling rules, I'll label them free.
What languages do you support?
English and Chinese. Other languages available upon request.
How does the quality assurance work?
4-stage pipeline: AI classification → consistency review → auto-correction → human quality audit. Every delivery includes a detailed accuracy report with confidence scores and label distribution analysis.

