AI, Data & Intelligence
Text Analytics
Extracting quantitative business trends, key topic clusters and frequency patterns from enterprise text repositories.
Capability overview
What text analytics involves
Text analytics turns unstructured textual feedback into quantitative business data, metrics and executive dashboard insights. We build text mining pipelines that aggregate customer feedback, survey responses, call center transcripts and social media commentary.
We implement Latent Dirichlet Allocation (LDA), BERTopic and BERTopic modeling to identify emerging customer topics, operational complaints and feature requests without manual coding.
Our text analytics engines help product and leadership teams discover hidden operational risks and market trends.
Throughout the text analytics engagement, our engineering team works alongside your internal stakeholders to establish custom operational workflows, clear delivery milestones and automated validation gates. We focus on unsupervised topic modeling & clustering and call center transcript mining, ensuring that every component is documented, secure and aligned with your broader technology strategy. Furthermore, we establish continuous telemetry monitoring and iterative optimization roadmaps specifically tailored for your text analytics infrastructure and employee engagement survey analytics requirements.
What is included
What the engagement covers
Unsupervised Topic Modeling & Clustering
Discovering emerging customer topics and operational complaints across thousands of feedback records.
Call Center Transcript Mining
Analyzing customer call recordings and transcripts to measure agent helpfulness and recurring query themes.
Employee Engagement Survey Analytics
Mining open-ended employee survey responses to identify workplace satisfaction trends and leadership feedback.
Competitive Intelligence Text Mining
Extracting product feature sentiment and customer feedback on competitor offerings from online reviews.
How we work
How we deliver text analytics
Text Data Ingestion & Cleansing
Ingesting raw text data from databases, APIs, CRM logs and customer feedback survey platforms.
Topic Modeling Algorithm Setup
Configuring BERTopic or LDA algorithms to extract coherent topic clusters and keyword importance scores.
Trend & Velocity Tracking Setup
Measuring how topic volumes and customer discussion frequencies change over weekly and monthly windows.
Executive Dashboard Integration
Building visual dashboards in Power BI, Tableau or custom web UIs showing text analytics trends and key phrase word clouds.
Ongoing Pipeline Automation
Automating weekly text ingestion and topic extraction pipelines to keep executive dashboards updated continuously.
Related capabilities
Related capabilities in Computer Vision & Language AI
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.
Speech AI
Developing conversational voice agents, text-to-speech (TTS) synthesis and real-time interactive voice response (IVR) platforms.
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Where this applies
Healthcare & Life Sciences
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Manufacturing & Industrial
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Banking, Financial Services & Insurance
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E-Commerce
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Questions & answers
Questions about Text Analytics
Cannot find what you need? Our team responds to technical and commercial questions within one business day.
Ask a questionTopic modeling produces strong statistical clusters starting at 1,000 text documents or survey responses.
Text analytics is delivered as a fixed-fee analytics implementation project or through recurring data mining retainers.
Yes, we use multilingual sentence transformer embeddings that cluster semantically similar topics across over 50 languages.
Next step
Discuss text analytics with Acmez
Share what you need to change, build, integrate or support. We will map the practical next step.