Core Service

Natural Language Processing

Making machines understand and generate human language

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Overview

Language is at the core of every business — contracts, emails, support tickets, reports, feedback, policies. NLP unlocks the intelligence hidden in this text. We build NLP systems ranging from targeted text classifiers and entity extractors to full conversational AI platforms and RAG-powered enterprise search engines. We work with open-source models (Mistral, Llama, Phi) and commercial APIs (OpenAI, Anthropic, Gemini) — always choosing the right tool for the job.

What We Deliver

Conversational AI & Chatbots

Enterprise-grade chatbots with RAG, tool use, multi-turn context, and seamless human handoff.

Document Intelligence

Extract structured data from contracts, invoices, forms, and reports — at scale, in any language.

Sentiment & Opinion Analysis

Real-time analysis of customer reviews, support tickets, social media, and survey responses.

Text Classification & Routing

Automatic categorisation and routing of documents, emails, and tickets to the right team or workflow.

Named Entity Recognition

Custom NER models that identify domain-specific entities — products, people, locations, dates, clauses.

LLM Integration & Fine-Tuning

Integrating foundation models into your products via API or fine-tuning open-weight models on your data.

Our Process

01

Requirements & Data Audit

We map out your NLP use cases, assess available labelled data, and define the accuracy and latency requirements.

02

Data Annotation

We set up annotation pipelines and workflows to create high-quality training data for supervised tasks.

03

Model Selection & Training

We select the right base model and fine-tuning approach — full fine-tune, LoRA/QLoRA, or prompt engineering with few-shot examples.

04

Evaluation

Rigorous evaluation on held-out test sets and, for generative tasks, LLM-as-judge automated evaluation alongside human review.

05

Integration & Deployment

Production deployment with REST API, streaming support, and integration with your application layer.

06

Continuous Improvement

Feedback loops that capture model failures in production and feed them back into retraining cycles.

Real-World Applications

Legal

Contract review AI that extracts key clauses, flags risks, and summarises 50-page agreements in under 30 seconds.

Customer Support

AI support agent that resolves 65% of customer queries without human intervention, across 12 languages.

Insurance

Claims document processor that classifies, extracts data from, and routes 10,000+ claims documents per day.

HR

Resume screening system that shortlists candidates from thousands of applications in minutes with explainable scoring.

Technologies We Use

PythonHugging Face TransformersLangChainLlamaIndexOpenAI APIAnthropic ClaudespaCyNLTKPineconeWeaviateFastAPIvLLM

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