https://catalogartifact.azureedge.net/publicartifacts/ltim.ltimindtree_dataandai_smartformulate-0f8c8fb5-5621-49e0-af2d-d81d77616b8b/image3_LTM216X216px.png

LTM Data And AI SmartFormulate

LTIMindtree Limited

Outcreate pharmaceutical product development with GenAI-powered insight discovery, material intelligence, and connected R&D visibility.

SmartFormulate by LTM is a generative AI-powered platform built on Microsoft Azure that helps life sciences organizations connect fragmented R&D data and turn it into usable insight.

It gives teams real-time visibility into raw materials, formulation patterns, and enterprise knowledge so they can make faster, better-informed product development decisions.

Using intelligent clustering, contextual search, and knowledge graph visualizations, SmartFormulate helps R&D teams uncover hidden relationships across siloed data sources.

It supports faster material discovery, stronger formulation decisions, and better cross-functional visibility across product development workflows.

Problem Statement

Life sciences product formulators and scientists often struggle to move quickly because critical product and material data sits across disconnected systems.

Common challenges include:

  • Linear data views make it hard to track raw materials and formulations across the full product lifecycle.
  • Siloed data and nonlinear relationships limit understanding of how materials, attributes, and outcomes connect.
  • Limited predictive insight makes it harder to improve formulations proactively and stay aligned with regulatory expectations.
  • Solution

    SmartFormulate addresses these challenges by offering:

  • Real-time insight generation from fragmented enterprise data, helping teams surface relevant information faster.
  • Hierarchical clustering and knowledge graph visualizations that uncover hidden relationships.
  • A material recommendation engine that suggests alternatives based on enterprise data.
  • Azure-native scalability and security supporting enterprise-grade performance and compliance.
  • Key Benefits

  • Real-time insight generation that breaks down data silos.
  • Hierarchical clustering to identify hidden patterns.
  • Material recommendation engine to reduce formulation delays.
  • R&D acceleration with better regulatory and functional visibility.
  • Deep Azure integration for scale, reliability, and compliance.
  • Target Personas

  • R&D teams
  • Product development managers
  • Supply chain optimization teams
  • Tech Stack Used

  • Microsoft Azure for AI, data, and infrastructure services
  • Vector database for semantic search and clustering
  • SQL database
  • ASP.NET Core, HTML, CSS, and JavaScript
  • Professional Services: Azure Adoption and Extension

    LTM provides services to help customers adopt and extend Microsoft Azure through SmartFormulate.

    Getting Started with Azure

  • Azure environment setup and onboarding
  • Data ingestion using Azure Data Factory from LIMS, ERP, and legacy systems
  • Custom configuration aligned with R&D workflows and compliance needs
  • Extending Azure Usage

  • Advanced customization using Azure AI, machine learning, and analytics services
  • Scalable architecture optimization using Azure Kubernetes Service and Azure Monitor
  • Ongoing support, performance tuning, and continuous improvement using Azure DevOps and Azure Security Center
  • Engagement Scope: 6-Week Proof of Concept

    During this 6-week engagement, LTM will:

  • Assess the customer data landscape and Azure readiness
  • Deploy SmartFormulate in a secure Azure environment
  • Integrate sample datasets and configure core features
  • Demonstrate clustering, recommendations, and visualizations
  • Improve performance and scalability using Azure-native tools
  • Deliver a final report with outcomes, recommendations, and a roadmap
  • สรุปย่อ

    https://catalogartifact.azureedge.net/publicartifacts/ltim.ltimindtree_dataandai_smartformulate-0f8c8fb5-5621-49e0-af2d-d81d77616b8b/image1_SmartFormulate.png