AI & Machine Learning Excellence

Unlock Intelligence with Core NLP & AI/ML

Transform your business with cutting-edge Natural Language Processing and AI-powered solutions. From text classification to agentic chatbots, we turn unstructured data into actionable insights.

OUR CAPABILITIES

Core NLP & AI/ML Services

Comprehensive solutions designed to automate processes, enhance communication, and deliver true intelligence.

Natural Language
Processing (NLP)

Unlock valuable insights from unstructured text data and automate critical communications.

  • Text classification & Categorization
  • Sentiment Analysis
  • Document Summarization & Extraction
  • Custom Chatbot Development

Machine Learning Model
Development

Robust and scalable models tailored to specific business needs, from training to deployment.

  • Predictive Analytics
  • Time Series Forecasting
  • Custom Model Training & Deployment
  • Algorithm Selection & Validation

AI-Powered
Solutions

Transformative solutions that go beyond automation to deliver true intelligence.

  • Intelligent Document Processing
  • Automated Data Extraction
  • Conversational AI Interfaces
    Agentic Chatbots with Privacy

Data
Engineering

The foundation of successful AI. Resilient pipelines and clean data storage solutions.

  • Data Pipeline Development
  • Real-time Data Processing
  • Structured Data Storage
  • High-Performance Retrieval

Technology Stack

State-of-the-art tools ensuring high performance, flexibility, and scalability.

The backbone of our predictive capabilities, utilizing industry-standard libraries for model training.

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Harnessing the power of Large Language Models for generation, summarization, and reasoning.

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Advanced processing pipelines for understanding structure and meaning in text.

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Enabling semantic search and RAG architectures through high-dimensional vector storage.

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Analyzing visual data for object detection, segmentation, and recognition

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Scalable deployment infrastructure and lifecycle management.

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Processing big data and visualizing insights.

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Proven NLP Implementation Experience

Real-world impact across diverse industries with measurable outcomes.

HEALTHCARE <br>Smart Search for Surgeons
HEALTHCARE<br>Medical Record Processing
LEGAL<br>Client Sentiment Analysis
AUTOMATION<br> HR Talent Acquisition
CONSTRUCTION<br> Agentic Cost Chatbot

Smart Search for Video Training

The Challenge

Medical residents were spending hours manually scrubbing through hours of surgical video footage to find specific procedures or moments, wasting valuable training time.

The Solution

We implemented an AI-driven system that transcribes audio from video files and indexes it using semantic search. Users can type natural language queries to find exact moments in the video.

Impact

  • 90% reduction in search time
  • Instant navigation to video segments

Tech Stack

OpenAI Whisper, Pinecone, React, Python
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Automated EMR Analysis

The Challenge

National acute care provider struggled with manual data entry from diverse, unstructured PDF medical records, leading to delays in patient care

The Solution

Built a robust pipeline using AWS Textract and custom NLP models to extract structured data (vitals, diagnosis) and store it in a Delta Lake for real-time access.

Impact

  • Automated 1000s of documents/day
  • Real-time clinical decision support

Tech Stack

AWS Textract, Delta Lake, Python

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Legal Client Sentiment Analysis

The Challenge

A top US law firm needed to understand client satisfaction across thousands of interactions (emails, meeting notes) to prevent churn.

The Solution

Deployed AWS Comprehend for entity extraction and sentiment analysis, aggregating data into a dashboard that flags “at-risk” clients based on communication tone.

Impact

  • Proactive client retention
  • Automated reporting

Tech Stack

AWS Comprehend, Quicksight, Lambda
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HR Talent Acquisition Automation

The Challenge

HR teams were overwhelmed by high volumes of incoming resumes via email, leading to slow response times and missed candidates.

The Solution

Created a DistilBERT-based classification engine to parse resumes, identify job domains, and auto-route them to the correct hiring manager

Impact

  • 70% reduction in manual triage.
  • Faster time-to-hire

Tech Stack

DistilBERT, Python, Flask

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Agentic Construction Cost Chatbot

The Challenge

Project managers needed to query massive historical cost datasets to estimate future projects but lacked SQL skills

The Solution

Developed a Privacy-First Agentic Chatbot (PWA) using local LLMs to interpret natural language questions and generate SQL queries and charts on the fly.

Impact

  • Data democratization
  • Instant cost estimation

Tech Stack

Llama 3, LangChain, PWA

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Proven NLP Implementation Experience

Real-world impact across diverse industries with measurable outcomes.

HEALTHCARE <br>Smart Search for Surgeons
HEALTHCARE<br>Medical Record Processing
LEGAL<br>Client Sentiment Analysis
AUTOMATION<br> HR Talent Acquisition
CONSTRUCTION<br> Agentic Cost Chatbot

Smart Search for Video Training

The Challenge

Medical residents were spending hours manually scrubbing through hours of surgical video footage to find specific procedures or moments, wasting valuable training time.

The Solution

We implemented an AI-driven system that transcribes audio from video files and indexes it using semantic search. Users can type natural language queries to find exact moments in the video.

Impact

  • 90% reduction in search time
  • Instant navigation to video segments

Tech Stack

OpenAI Whisper, Pinecone, React, Python
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Automated EMR Analysis

The Challenge

National acute care provider struggled with manual data entry from diverse, unstructured PDF medical records, leading to delays in patient care

The Solution

Built a robust pipeline using AWS Textract and custom NLP models to extract structured data (vitals, diagnosis) and store it in a Delta Lake for real-time access.

Impact

  • Automated 1000s of documents/day
  • Real-time clinical decision support

Tech Stack

AWS Textract, Delta Lake, Python

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Legal Client Sentiment Analysis

The Challenge

A top US law firm needed to understand client satisfaction across thousands of interactions (emails, meeting notes) to prevent churn.

The Solution

Deployed AWS Comprehend for entity extraction and sentiment analysis, aggregating data into a dashboard that flags “at-risk” clients based on communication tone.

Impact

  • Proactive client retention
  • Automated reporting

Tech Stack

AWS Comprehend, Quicksight, Lambda
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HR Talent Acquisition Automation

The Challenge

HR teams were overwhelmed by high volumes of incoming resumes via email, leading to slow response times and missed candidates.

The Solution

Created a DistilBERT-based classification engine to parse resumes, identify job domains, and auto-route them to the correct hiring manager

Impact

  • 70% reduction in manual triage.
  • Faster time-to-hire

Tech Stack

DistilBERT, Python, Flask

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Agentic Construction Cost Chatbot

The Challenge

Project managers needed to query massive historical cost datasets to estimate future projects but lacked SQL skills

The Solution

Developed a Privacy-First Agentic Chatbot (PWA) using local LLMs to interpret natural language questions and generate SQL queries and charts on the fly.

Impact

  • Data democratization
  • Instant cost estimation

Tech Stack

Llama 3, LangChain, PWA

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AI Integration in Software Development Lifecycle

We don't just build AI; we use it. By integrating AI at every phase of our SDLC, we boost efficiency, quality, and innovation.

Requirements Gathering

Persona-based elicitation using Claude and GPT-4o to discover edge cases.

Code Development​

Accelerated coding with GitHub Copilot, Cursor, and Windsurf.​

Quality Assurance

Automated test case generation and visual regression testing using AI agents.

Documentation & Maintenance

Auto-generating technical docs and legacy code refactoring.

Deployment & Support

Infrastructure-as-Code (IaC) generation and AI-powered L1 support chatbots.

R&D Spotlight

We are currently researching advanced AI applications for enterprise security and governance.

Enterprise Knowledge Graphs

Detecting anomalies in Segregation of Duties (SoD) rules.

Public Service Domain

Complex systems for the care and protection of vulnerable children.

Business Benefits Delivered

Measurable value driving your digital transformation.

Cost Reduction

Automating labor-intensive manual processes reduces operational costs significantly.

Efficiency & Speed

Accelerated data processing times from days to minutes, enabling faster decision-making.

Enhanced Accuracy

Minimizing human error in data entry and analysis for high-stakes industries.

Innovation

Unlocking new product capabilities and revenue streams through AI integration.

70%​

Reduction in Manual Time​

25+

Years Experience

100%

Privacy First

Top

Cloud Platforms Supported

Ready to transform your business with AI?

Let's discuss how our Core NLP & AI/ML services can solve your specific challenges.

InApp India Office

121 Nila, Technopark Campus
Trivandrum, Kerala 695581
+91 (471) 277 -1800
mktg@inapp.com

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+1 (650) 283-7833
mktg@inapp.com

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Yokohama,225-0016
+81-45-978-0788
mktg@inapp.com
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