NAVIGATING DATA, AI, AND SOFTWARE

Enabling innovation in an AI-Driven World

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Services

TMF | DevSecOps Made Easy with AI
Scale Faster. Deliver Better.

DevSecOps Made Easy with AI

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TMF | Enterprise Knowledge Solutions
Unlocking New Possibilities with Gen AI

Enterprise Knowledge Solutions

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TMF | Ai for Unstructured Data
Leveraging AI by Integrating Analog and Digital Assets

AI for Unstructured Data

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Portfolio

SEARCH

ML-driven Enterprise Document Search Engine

Central document storage, management, and search repository. In addition to text files, types such as PNG, JPG, PPT, and XLS are supported. Under the hood, the application uses React, Kendra, Textract, S3, Lambda, and CloudWatch
Security & Networking

Secure Tunnels for the Enterprise

Low-touch system for creating point to point and hub & spoke secure tunnels. The tech stack includes React, Express, GraphQL via Hasura, Postgres, nginx, WireGuard, Docker, ECS, SQS, and SNS
Confidential Compute

Hardware Encryption for Data and Code in Use

Data and code security by leveraging Intel SGX enabled enclaves atop Kubernetes. The solution implements the full gamut of confidential compute by handling key management, attestation, and policy enforcement using open source Gramine and MarbleRun
Observability

Metrics, Logs, and Traces for a Trading Platform

Full instrumentation of the entire micro services oriented platform using OpenTelemetry. Elastic APM employed to enable a single pane of glass dashboard for metrics, logs, traces, and service map
Industrial IoT

Monitoring Platform for a Solar Power Network

Solar site monitoring on top of AWS for one of the world's largest solar installations. Sensor data from solar sites is ingested into the cloud and transformed to provide real-time and historical analytics
Stream Processing

Rule Execution over Streaming Sensor Data

Real-time sensor data is consumed from Kafka and processed using Flink. Rules written by domain experts are dynamically submitted and executed against the sensor stream

Sample Solutions and Customer Benefits

Solar Site Monitoring Solution

Our cutting-edge monitoring solution for a large Solar company spans 1500 utility and commercial solar sites, processing 200,000 data points per second for real-time anomaly detection and alerting. With robust reporting capabilities through Kepware and OSI PI connectors, users can easily access and analyze alarm and equipment trends. Integrated free text search and MAXIMO-enabled workflows streamline service requests and alarm management, while comprehensive document management enhances equipment maintenance.

Customer Benefits

  • Reduction in Asset Downtime
    Continuous asset data collection, analysis and alerting before service disruption has reduced asset downtime
  • Increase in Power Productivity
    Reduction in asset downtime lead to significant improvement in power production
  • Less Legal/ Financial Liability
    Continuous fleet level visibility ensured there is no hazard such as fire leading to significant penalty
  • Improved Asset Maintenance
    Historical maintenance data and asset condition data analysis led to condition based maintenance rather than scheduled maintenance
  • Improved Maintenance Workflow
    Automatic synchronization between IIoT and maintenance management system ensured frictionless maintenance workflow
  • Reduction in effort and cost of audit and compliance
    Automatic synchronization between IIoT and maintenance management system ensured frictionless maintenance workflow

Utility Company Field Service and Maintenance Management Solution

Our comprehensive solution for a leading Middle Eastern utility company spans 15 power plant sites, managing 500,000 assets per site. With seamless field service collaboration between back office and field engineers, our system ensures efficient and safe work order (WO) approval workflows and integrates smoothly with SAP for synchronized WOs and inventory management. Robust reporting capabilities provide detailed cost analysis and WO analytics. This solution has significantly reduced asset downtime through continuous data collection and real-time alerts, improved maintenance efficiency with on-the-go access to critical information, and enhanced workflows through real-time collaboration between field engineers and corporate staff.

Customer Benefits

  • Reduction in Asset Downtime
    Continuous asset data collection, analysis and alerting before service disruption has reduced asset downtime
  • Improved Efficiency
    Availability of information on the go about asset condition, inventory, safety requirements and personnel schedule made the maintenance job more efficient
  • Improved Asset Maintenance
    Historical maintenance data and asset condition data analysis led to condition based maintenance rather than scheduled maintenance
Field Service Dashboard 2

Global Network Monitoring Solution for VWAN Service Provider

Our globally deployed network monitoring solution for VWAN service providers ensures comprehensive protection by continuously monitoring the attack surface, network paths, exposed ports, and services. This proactive approach significantly reduces the risk of outside-in attacks, safeguarding critical infrastructure and maintaining network integrity. By providing real-time visibility and alerts, our solution enables swift responses to potential threats, ensuring robust network security and reliability for our customers.

Customer Benefits

  • Unified Inventory and Asset Management
    Manage all of your connected assets with WanAware’s agentless platform. Identify, access, prioritize and remediate issues efficiently.
  • Accelerated System Visibility and Performance
    Gain precise and rapid insights with our real-time monitoring, empowering you to make better-informed business decisions.
  • Comprehensive Risk Management
    Oversee and manage operational and security risks across your organization.
Network Monitoring 2

Confidential Edge Computing Solution for Oil & Gas Software Provider

Our end-to-end solution for an Oil & Gas software and service provider encompasses porting applications, services, and compute resources, and setting up confidential compute hardware on edge devices. Utilizing Kubernetes-based orchestration and a confidential compute service mesh, we ensure robust security. Our CI/CD pipeline facilitates seamless configuration and testing of applications in a secure enclave, with encryption safeguarding code, data, and configurations. This trustless security framework protects key IP assets, ensuring AI/ML models and software modules remain secure. Regular software upgrades and comprehensive performance monitoring further enhance the reliability and efficiency of the deployment.

Customer Benefits

  • Trustless security for key IP assets
    Since deployment was at customer site and in customer provided hardware, all the AI/ ML models, software modules were protected from any hacking and related leakage by the confidential compute environment provided
  • Regular upgrades
    The CI/CD pipeline built by TMF ensured regular upgrade of software components in confidential compute environment
  • Performance monitoring
    The in-built observability stack ensured key performance metrics of software components are available for visibility

Enterprise Document Search Portal for Life Science Company

Our Enterprise Document Search Portal revolutionizes document management for a Life Science company by consolidating 100K diverse documents into a single, searchable repository. Utilizing ML-driven ranking and OCR capabilities, the system ensures accurate and comprehensive search results across text, doc, Excel, PowerPoint, PDF, and images. The business term-aware faceted search and user feedback mechanisms continuously enhance search relevance. With integrated preview, keyword highlighting, and shareable links, researchers can collaborate seamlessly, boosting productivity. This intuitive, efficient solution provides a one-stop-shop for enterprise-wide search, transforming document retrieval and collaboration.

Customer Benefits

  • One Stop Shop for Enterprise wide Search
    Instead of going to multiple document repositories for the first time in the history of the organisation, users can use a single application to search all documents
  • Increase productivity by finding relevant documents in time
    AI based search ranking - The search result quality improves over time as more users interact with the system and provide feedback as opposed to using a rigid, static search indexing
  • Increase productivity by frictionless collaboration with other researchers
    Users can directly share files and search results with other users without leaving the application
  • Increase efficiency via easy user interface for filtering results using faced search
    Search results can further be refined using dynamic facets so that the user can find granular results

Sample Solutions and Customer Benefits

Solar Site Monitoring Solution

Our cutting-edge monitoring solution for a large Solar company spans 1500 utility and commercial solar sites, processing 200,000 data points per second for real-time anomaly detection and alerting. With robust reporting capabilities through Kepware and OSI PI connectors, users can easily access and analyze alarm and equipment trends. Integrated free text search and MAXIMO-enabled workflows streamline service requests and alarm management, while comprehensive document management enhances equipment maintenance.

Customer Benefits

  • Reduction in Asset Downtime
    Continuous asset data collection, analysis and alerting before service disruption has reduced asset downtime
  • Increase in Power Productivity
    Reduction in asset downtime lead to significant improvement in power production
  • Less Legal/ Financial Liability
    Continuous fleet level visibility ensured there is no hazard such as fire leading to significant penalty
  • Improved Asset Maintenance
    Historical maintenance data and asset condition data analysis led to condition based maintenance rather than scheduled maintenance
  • Improved Maintenance Workflow
    Automatic synchronization between IIoT and maintenance management system ensured frictionless maintenance workflow
  • Reduction in effort and cost of audit and compliance
    Automatic synchronization between IIoT and maintenance management system ensured frictionless maintenance workflow
Field Service Dashboard 2

Utility Company Field Service and Maintenance Management Solution

Our comprehensive solution for a leading Middle Eastern utility company spans 15 power plant sites, managing 500,000 assets per site. With seamless field service collaboration between back office and field engineers, our system ensures efficient and safe work order (WO) approval workflows and integrates smoothly with SAP for synchronized WOs and inventory management. Robust reporting capabilities provide detailed cost analysis and WO analytics. This solution has significantly reduced asset downtime through continuous data collection and real-time alerts, improved maintenance efficiency with on-the-go access to critical information, and enhanced workflows through real-time collaboration between field engineers and corporate staff.

Customer Benefits

  • Reduction in Asset Downtime
    Continuous asset data collection, analysis and alerting before service disruption has reduced asset downtime
  • Improved Efficiency
    Availability of information on the go about asset condition, inventory, safety requirements and personnel schedule made the maintenance job more efficient
  • Improved Asset Maintenance
    Historical maintenance data and asset condition data analysis led to condition based maintenance rather than scheduled maintenance

Global Network Monitoring Solution for VWAN Service Provider

Our globally deployed network monitoring solution for VWAN service providers ensures comprehensive protection by continuously monitoring the attack surface, network paths, exposed ports, and services. This proactive approach significantly reduces the risk of outside-in attacks, safeguarding critical infrastructure and maintaining network integrity. By providing real-time visibility and alerts, our solution enables swift responses to potential threats, ensuring robust network security and reliability for our customers.

Customer Benefits

  • Unified Inventory and Asset Management
    Manage all of your connected assets with WanAware’s agentless platform. Identify, access, prioritize and remediate issues efficiently.
  • Accelerated System Visibility and Performance
    Gain precise and rapid insights with our real-time monitoring, empowering you to make better-informed business decisions.
  • Comprehensive Risk Management
    Oversee and manage operational and security risks across your organization.
Network Monitoring 2

Confidential Edge Computing Solution for Oil & Gas Software Provider

Our end-to-end solution for an Oil & Gas software and service provider encompasses porting applications, services, and compute resources, and setting up confidential compute hardware on edge devices. Utilizing Kubernetes-based orchestration and a confidential compute service mesh, we ensure robust security. Our CI/CD pipeline facilitates seamless configuration and testing of applications in a secure enclave, with encryption safeguarding code, data, and configurations. This trustless security framework protects key IP assets, ensuring AI/ML models and software modules remain secure. Regular software upgrades and comprehensive performance monitoring further enhance the reliability and efficiency of the deployment.

Customer Benefits

  • Trustless security for key IP assets
    Since deployment was at customer site and in customer provided hardware, all the AI/ ML models, software modules were protected from any hacking and related leakage by the confidential compute environment provided
  • Regular upgrades
    The CI/CD pipeline built by TMF ensured regular upgrade of software components in confidential compute environment
  • Performance monitoring
    The in-built observability stack ensured key performance metrics of software components are available for visibility

Enterprise Document Search Portal for Life Science Company

Our Enterprise Document Search Portal revolutionizes document management for a Life Science company by consolidating 100K diverse documents into a single, searchable repository. Utilizing ML-driven ranking and OCR capabilities, the system ensures accurate and comprehensive search results across text, doc, Excel, PowerPoint, PDF, and images. The business term-aware faceted search and user feedback mechanisms continuously enhance search relevance. With integrated preview, keyword highlighting, and shareable links, researchers can collaborate seamlessly, boosting productivity. This intuitive, efficient solution provides a one-stop-shop for enterprise-wide search, transforming document retrieval and collaboration.

Customer Benefits

  • One Stop Shop for Enterprise wide Search
    Instead of going to multiple document repositories for the first time in the history of the organisation, users can use a single application to search all documents
  • Increase productivity by finding relevant documents in time
    AI based search ranking - The search result quality improves over time as more users interact with the system and provide feedback as opposed to using a rigid, static search indexing
  • Increase productivity by frictionless collaboration with other researchers
    Users can directly share files and search results with other users without leaving the application
  • Increase efficiency via easy user interface for filtering results using faced search
    Search results can further be refined using dynamic facets so that the user can find granular results

Tech

Some Tech that we love
TMF-Tech-Liama2
TMF-Tech-Mistral AI
TMF-Tech-OpenAI
TMF-Tech-LangChain
TMF-Tech-Pinecode
TMF-Tech-Haystack
TMF-Tech-Liama2
TMF-Tech-Mistral AI
TMF-Tech-OpenAI
TMF-Tech-LangChain
TMF-Tech-Pinecode
TMF-Tech-Haystack
TMF | AWS
TMF | Google Cloud
TMF | Apache Spark
TMF | Azure
TMF | Kafka
TMF | PostgreSQL
TMF | AWS
TMF | Google Cloud
TMF | Apache Spark
TMF | Azure
TMF | Kafka
TMF | PostgreSQL
TMF | Kubernetes
TMF | Python
TMF | React
TMF | Docker
TMF | GRPC
TMF | Flink
TMF | Kubernetes
TMF | Python
TMF | React
TMF | Docker
TMF | GRPC
TMF | Flink
TMF | TensorFlow
TMF | JanusGraph
TMF | Jupyter
TMF | Jenkins
TMF | Scikit Learn
TMF | Timescale
TMF | TensorFlow
TMF | JanusGraph
TMF | Jupyter
TMF | Jenkins
TMF | Scikit Learn
TMF | Timescale

Philosophy

Own, Build, Nurture, and Scale
We build quality software rather than provide services
We build connections rather than contracts with our customers
We provide outcomes rather than clock hours
We build experiences rather than interfaces
We build systems rather than write code
We take responsibility rather than pass the buck
We architect and design rather than hack
We measure and improve rather than be complacent