Natural Language Processing Company

NLP Development Services | Natural Language Processing & Text AI

Turn unstructured text into structured business value.

ENQCODE builds custom NLP systems for classification, named entity recognition, sentiment analysis, summarization, intent detection, search, and document understanding — using both modern LLMs and small, fast, deterministic models. We pick the right tool for the job, not the most fashionable one.

NLP Services We Offer

Text Classification & Intent Detection

Route tickets, tag content, detect intent, classify documents, and triage messages. We pick the right model — small, fast, deterministic transformers (DistilBERT, ModernBERT, Deberta) when volume is high, or LLMs when flexibility and explainability matter.

Named Entity Recognition (NER) & Information Extraction

Extract people, organizations, dates, money, contract clauses, medical entities, legal terms — anything structured — from unstructured text. Custom NER models trained on your domain, or LLM-based extraction with JSON schema enforcement when latency permits.

Sentiment & Emotion Analysis

Aspect-based sentiment for reviews, support transcripts, social media, and survey responses. We go beyond positive/negative to per-feature sentiment ("battery life: positive, customer service: negative") so the output is actually actionable.

Summarization

Document, conversation, meeting, and email summarization — extractive when faithfulness matters absolutely, abstractive (LLM) for fluent natural-language output. Citation enforcement and faithfulness evals included.

Semantic Search & Embeddings

Replace keyword search with semantic and hybrid search. Embeddings (OpenAI, Cohere, Voyage, BGE), vector databases (Pinecone, Weaviate, pgvector, Qdrant), reranking (Cohere, Voyage), and BM25 fusion. Fast, accurate, and explainable.

Conversational NLP & Dialogue Systems

Multi-turn dialogue management, intent + slot filling, dialogue-state tracking, and tool calling. For when you need a bot that holds context across a conversation, not just an FAQ retriever.

Got mountains of text — emails, tickets, reviews — that nobody is reading?

Our AI Development Process

1

Discovery

When you come to us with your idea, we start by analyzing your requirements, goals, and the feasibility of the project. This step helps both sides: you polish your idea and clarify demands while we understand your business and estimate the project’s timeline and costs.

2

Data Exploration

Our AI engineers run exploratory data analysis on your existing datasets and infrastructure to confirm there is enough signal for the project. We clean the data, identify gaps, and design how to use it as efficiently as possible before any model work begins.

3

Development

For larger projects we start with a small-scale prototype to validate that the final model will work in practice. Once the concept is proven we move to full-scale development in two-week sprints with daily updates and a weekly call to share progress.

4

Testing & QA

Our QA specialists run a wide range of tests — accuracy, latency, edge cases, prompt-injection and hallucination checks for LLM-based features — to make sure the final model behaves reliably. Anything that needs fixing gets resolved before deployment.

5

Deployment

We integrate the AI solution into your infrastructure with proper observability, cost monitoring, and guardrails. You start using it in production and can immediately measure the impact on the parts of your business it touches.

6

Monitoring & Support

AI models drift as data shifts, so deployment is not the end. ENQCODE provides ongoing monitoring for accuracy, cost, latency, and safety — plus retraining and updates as needed — so the system keeps performing long after launch.

Diverse Industries. One Digital Partner.

We deliver next-gen software, web, and AI-driven solutions across multiple sectors, helping organizations innovate, automate, and grow digitally.

Client Success Stories & Reviews

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Want to turn unstructured text into clean structured data?

Get production NLP shipped by senior engineers.

Frequently Asked Questions About NLP Development

Find answers to common questions about our services and processes

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Ready to Build Your Vision?

Got a great idea or a problem to solve? We are all ears! Share your thoughts with us, and we will explore ways to help you win. Let's start a conversation.

connect@enqcode.com
+91 90231 13389
A-501, 5th Floor, The Capital Science City Road, Sola, Ahmedabad - 380060, Gujarat, India.

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Quality solutions, on-time delivery, post-launch support.