AI Services / Natural Language Processing
NLP that actually understands your domain
We build NLP systems that read, classify, summarize, and reason over your text — tuned to the jargon, edge cases, and domain vocabulary that generic models miss. From custom classifiers to large-scale document processing pipelines.
Why Empiryx
Why our NLP pipelines beat raw LLM prompting
Expertise
What we build
01
Classification
Document, ticket, and intent classifiers tuned to your taxonomy.
02
Entity extraction
Pull structured entities from contracts, forms, and unstructured text.
03
Summarization
Summaries tuned to your output bar — concise, faithful, on-template.
04
Translation & localization
Domain-aware translation that doesn't break technical terms or legal phrasing.
Expertise
Roles & capabilities we specialise in
A deeper look at the specialists we place and the work they ship.
Custom tokenizers
Add domain tokens so models read your terms as units, not fragments.
Domain embeddings
Fine-tuned retrievers and classifiers tuned to your corpus.
Doc structure
Layout-aware parsers for PDFs, forms, tables, scanned docs.
Labeling loops
Active learning + human review built into the loop, not bolted on.
Multilingual
Native coverage for global CX and Indian regional languages.
Drift monitoring
Pipeline performance tracked over time; retraining triggered on drift.
Industries we serve
Built for high-stakes sectors
Domain-aware engineers who understand your sector's constraints — not just the syntax.
Legal
Contract and case law analysis
Healthcare
Clinical record processing within approved scope
FinTech
Document classification and compliance
Support
Intent, sentiment, and topic mining
FAQ
Answers to common questions
Process
How it works
Corpus study
We study your docs — vocabulary, structure, edge cases — before any model choices.
Pipeline MVP
We ship a working pipeline on a sample slice — labels out, citations in — in 2–4 weeks.
Tune & eval
We fine-tune against your golden set and run continuous eval as coverage scales.
Operate
We run pipelines in production with monitoring, drift detection, and retraining cadence.
Get started
NLP that reads your domain like an insider
Bring your corpus. We'll bring the tokenizers, the embedders, and the evals.
Explore more
Hire AI Developers in India
Pre-vetted ML, NLP, LLM & CV engineers. Onboard in 7–10 days.
Offshore Development Team India
Dedicated offshore engineering team embedded in your workflows.
ODC & GCC Setup India
Start with an ODC. Evolve into a fully owned GCC as you scale.
Hire Machine Learning Engineers
ML Engineers, Data Scientists, NLP & MLOps specialists in India.
Build Engineering Team in India
Full-team formation — frontend, backend, AI/ML, DevOps, and leads.
AI Automation
n8n, Zapier & custom workflows that run your business on autopilot.
AI Engineering
RAG, fine-tuning, and AI agents built for production, not demos.
MLOps
Model serving, monitoring, and CI/CD for machine learning systems.
DevOps
CI/CD, infrastructure as code, and observability that scales.
Application Scaling
Performance audits and fixes that take your MVP to production-ready.
Database & Data Engineering
Database design, pipelines, and migrations built to last.