AI, Data & Intelligence
Text Classification
Building automated text classification models to route support tickets, classify incoming emails and organize document repositories.
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.

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.
Explore further
Explore connected pages
Related services
Related solutions
Digital Transformation Solutions
Business and application solutions that modernise how work gets done. Acmez shapes digital…
Custom Business Solutions
Business and application solutions that modernise how work gets done. Acmez shapes custom…
Enterprise Application Solutions
Business and application solutions that modernise how work gets done. Acmez shapes enterprise…
Enterprise Integration Solutions
Cloud, security, integration, modernization and platform engineering solutions. Acmez shapes…
Where this applies
Healthcare & Life Sciences
Technology systems for regulated environments where privacy, auditability and continuity…
Manufacturing & Industrial
Connected operations, asset, field, supply chain and industrial platforms for complex operating…
Banking, Financial Services & Insurance
Technology systems for regulated environments where privacy, auditability and continuity…
E-Commerce
Digital platforms for customer experience, operations, commerce, content, marketing and service…
Questions & answers
Questions about Text Classification
Cannot find what you need? Our team responds to technical and commercial questions within one business day.
Ask a questionOur domain-tuned text classifiers achieve 92% to 98% routing accuracy on enterprise customer service categories.
Text classification projects are priced as fixed-fee engineering engagements based on category taxonomy size and integration complexity.
We use subword tokenization (WordPiece, Byte-Pair Encoding) and augment training data with noisy text to ensure resilient classification despite spelling mistakes.
Next step
Discuss text classification with Acmez
Share what you need to change, build, integrate or support. We will map the practical next step.