Text Analytics

Reading Between The Lines

Transform reviews, comments, and conversations into measurable insights with AI that identifies emotions, patterns, and emerging signals.

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The Challenge

Wealth Of Unstructured Language Often Goes Unused Because It Is Difficult To Process At Scale

Organisations collect enormous volumes of text data every day—from customer reviews, social media posts, support chats, and surveys. Yet this wealth of unstructured language often goes unused because it is difficult to process at scale.

Traditional analytics focus on numbers, leaving the “why” behind customer behaviour buried within words. Businesses need a way to quickly and objectively interpret this textual feedback.

The Challenge
Text Analytics Dashboard
The Solution

Turning Words Into Insight

krtrimaIQ’s Text Analytics transforms unstructured text into measurable business intelligence.

Powered by advanced Natural Language Processing (NLP), it reads and understands written feedback just like a human, only faster and at scale.

Our AI models perform sentiment analysis, key phrase extraction, and contextual summarisation to surface emotions, intent, and recurring themes hidden within text.

For example, in a Women’s Clothing E-Commerce Review Dashboard, the platform automatically analyses thousands of customer reviews to reveal which products drive happiness or frustration.

  • Sentiment Analysis:

    Reviews are scored between 0 and 1 (0 = negative, 1 = positive) and classified as Happy, Neutral, or Sad. Visitors can explore how emotional tone shifts across ratings or price points.

  • Key Phrase Extraction:

    Highlights recurring themes and keywords, like “fit,” “fabric,” or “delivery”, displayed as an interactive table or word cloud

  • Interactive Q&A:

    Ask questions like “Which region grew fastest?” or “Why did revenue dip in May?” AI delivers instant answers with updated visuals

View Demo
What Improves

By Integrating Text Analytics Into Their BI Ecosystem, Organisations Can:

  • ✔

    Quantify customer sentiment and identify root causes behind satisfaction or churn.

  • ✔

    Prioritise product or service improvements using real-time textual insights.

  • ✔

    Enhance decision-making by correlating emotional tone with business metrics.

Text Analytics bridges the gap between qualitative and quantitative understanding, where every word becomes data and every review a measurable story.

Self-Service BI Improvements
Impact Across the Enterprise
krtrimaIQ’s Text Analytics Empowers Every Business Function With Actionable Intelligence:
Customer
Customer
Identify sentiment drivers from surveys or NPS feedback.
Customer
HR
HR
Analyse employee feedback or exit interviews to improve retention
HR
Marketing
Marketing
Understand audience perception of campaigns and brand messages.
Marketing
Operations
Operations
Monitor service quality through real-time open-ended responses.
Operations

Why Choose krtrimaIQ?

Founded in 2019 by an industry veteran with over 30 years of experience in delivering advanced Data and AI solutions to global enterprises, krtrimaIQ is committed to driving innovation and transformation through data-driven technologies.We specialize in Data Engineering, Content Engineering, Data Science, and Artificial Intelligence solutions leveraging cutting-edge technologies, proven methodologies, and scalable frameworks to help organisations unlock actionable insights and achieve measurable outcomes.


With ready-to-view demos and rapid MVP development, we enable organisations to adopt state-of-the-art AI tools and technologies seamlessly—without disrupting existing operations.


Our Centre of Excellence and flexible engagement models ensure a smooth transition from pilot projects to enterprise-wide adoption, empowering businesses to scale confidently and stay ahead in a competitive digital landscape.

Why Choose krtrimaIQ
Ready To Build Smarter ‌With AI