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Acmez Technologies Pvt. Ltd.

About Acmez Technologies

An enterprise technology company built on engineering discipline, security-first thinking and long client relationships.

About Acmez

Technology services built for enterprise impact

Consulting, engineering, cloud, security, digital growth, AI, data and managed operations.

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Technology solutions for modern organisations

Transformation, applications, cloud, security, integration, operations and dedicated teams.

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Enterprise suites, vertical SaaS platforms, connected modules and focused operations products.

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AI, Data & Intelligence

Text Classification

Building automated text classification models to route support tickets, classify incoming emails and organize document repositories.

Computer Vision & Language AI Service capability

Capability overview

What text classification involves

Text classification automatically organizes unstructured text files, emails, support tickets and messages into defined categories. We build multi-class and multi-label text classification models using fine-tuned BERT transformers, FastText and TF-IDF classifiers.

We automate incoming customer service ticket routing, spam detection, legal document tagging and product feedback categorization.

Our text classifiers process thousands of text documents per second, dramatically reducing manual document sorting and response routing delays.

During the text classification engagement, our specialists work closely with your technical leads to establish tailored operational workflows, automated validation controls and clear deliverables for support ticket auto-categorization & routing and incoming corporate email intent classification. From initial taxonomy & dataset definition through to data preprocessing & vectorization, we embed continuous telemetry monitoring, structured documentation and risk mitigation rules tailored specifically for your organization's text classification goals and legal & regulatory document tagging requirements.

Text Classification delivery workshop

What is included

What the engagement covers

Support Ticket Auto-Categorization & Routing

Classifying support ticket topics, urgency levels and department routing tags automatically.

Incoming Corporate Email Intent Classification

Categorizing incoming sales inquiries, billing requests, support tickets and spam emails.

Legal & Regulatory Document Tagging

Classifying incoming legal filings, contracts and compliance correspondence by regulatory category.

Product Review & Feedback Categorization

Sorting customer product reviews into feature categories, bug reports and feature requests.

How we work

How we deliver text classification

Taxonomy & Dataset Definition

Establishing precise category definitions, hierarchical taxonomy trees and labeling rules.

Data Preprocessing & Vectorization

Cleaning raw text, stripping markup, removing stop words and generating dense semantic embeddings.

Transformer Classifier Training

Training BERT or RoBERTa multi-class classifier heads using cross-entropy loss and learning rate warmups.

Model Evaluation & Precision Tuning

Evaluating precision, recall and confusion matrices per category to eliminate class misclassification risks.

Production API Deployment

Deploying classification models as lightweight Docker microservices connected to corporate email and ticket queues.

Related capabilities

Related capabilities in Computer Vision & Language AI

Text Analytics

Extracting quantitative business trends, key topic clusters and frequency patterns from enterprise text repositories.

Sentiment Analysis

Engineering sentiment analysis engines to track brand perception, customer emotion and product feedback across channels.

Information Extraction

Automating key-value extraction, table parsing and relationship extraction from unstructured business documents.

Speech Recognition

Building automated speech-to-text (STT) engines and acoustic models for call center transcription and voice command systems.

Questions & answers

Questions about Text Classification

Cannot find what you need? Our team responds to technical and commercial questions within one business day.

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Our domain-tuned text classifiers achieve 92% to 98% routing accuracy on enterprise customer service categories.

Next step

Discuss text classification with Acmez

Share what you need to change, build, integrate or support. We will map the practical next step.