Transforming Occupational Classification with Artificial Intelligence
Find the correct National Classification of Occupations code in seconds. Our semantic search understands meaning — across languages, synonyms and voice — so classification is faster, smarter and more accurate.
Why classification needs a new brain
Legacy NCO tools rely on exact strings. We use meaning.
Exact keyword matching fails
Traditional lookup misses synonyms and paraphrased job titles.
Manual NCO lookup is slow
Enumerators spend minutes per record scrolling long code lists.
Regional languages are hard
Hindi, Tamil, Bengali & code-mixed inputs break rigid systems.
Semantic search that thinks like a human classifier
Free-text or spoken descriptions become dense vectors, matched against embedded NCO codes with confidence scoring and cross-lingual understanding.
Everything you need to classify at scale
A production-ready toolkit for statistical agencies, HR platforms and enterprise integrators.
Semantic Search
Neural embeddings match meaning, not keywords.
Multilingual Support
Query in English, Hindi, Tamil, Bengali and more.
Voice Search
Speak an occupation — we transcribe and understand.
AI Confidence Scores
Top-k matches with calibrated probabilities.
Fast Search
FAISS-backed vector index returns results in ms.
API Integration
Drop-in REST endpoint for existing survey tools.
Secure Architecture
Encrypted transport, audited access, PII-safe.
Smart Recommendations
Suggests likely codes as you type or speak.
Search any occupation — like a human
Try a sample or type your own description. This is a UI demo with representative data.
Try a sample or describe an occupation in your own words.
AI confidence
Search history
Recent searches will appear here.
From a spoken sentence to an NCO code
A modern pipeline that stays fast, explainable and language-aware end-to-end.
User Input
Text or voice — any language.
AI Language Processing
Normalize, translate, disambiguate.
Text Embedding
IndicBERT / LaBSE dense vectors.
FAISS Semantic Search
Millisecond nearest-neighbor lookup.
Ranking Algorithm
Re-rank with metadata & context.
Best Matching NCO Codes
Top-k with confidence scores.
Real numbers, real impact
Common questions
English plus major Indian languages via IndicBERT/LaBSE embeddings, including Hindi, Tamil, Bengali, Marathi, Telugu and Gujarati.
Talk to the team
Pilot programs, partnerships, or a question — we'd love to hear from you.