Architecting Intelligence. Driving Value.

Enterprise Data Architect & Business Strategy Consultant specializing in AI/ML solutions, EPM, and advanced analytics for global leaders.

AI
ML
Agentic AI
GenAI
LangChain
HuggingFace
OpenAI
Llama
TensorFlow
PyTorch
AWS
GCP
Azure
Docker
Kubernetes
Snowflake
BigQuery
Databricks
PySpark
Kafka
Redis
VectorDB
Pinecone
Terraform
Python
R
SQL
PowerBI
Tableau
Excel
Scikit
FastAPI
React
Node.js
Git
CI/CD
Agile
Scrum
NLP
CV

Strategic Services

Comprehensive consulting tailored for high-impact organizational growth.

AI Strategy Consulting

Developing roadmaps for AI integration, identifying high-ROI use cases, and aligning AI initiatives with core business objectives.

Data Architecture Design

Architecting scalable, modern data platforms on cloud infrastructure to break down silos and enable advanced analytics.

Custom Model Development

Building, training, and fine-tuning proprietary machine learning models to solve unique, complex business challenges.

Core Capabilities

Bridging the gap between technical complexity and real-world business value.

Generative AI

Generative AI Application Development

We design and deploy production-grade LLM-powered applications — intelligent chatbots, document QA systems, RAG pipelines — tailored to your enterprise workflows. Our edge: hands-on experience with FinBERT, Agentic AI, and real-world LLM integrations that go far beyond demos.

Agentic AI

Agentic AI Workflow Engineering

We build autonomous, multi-agent systems capable of planning, executing, and self-correcting complex business tasks. Leveraging frameworks like CrewAI and LangGraph, we architect agents that automate cognitive workflows end-to-end — a skill set very few practitioners truly master.

ETL Pipeline

End-to-End ETL/ELT Pipeline Design

We architect and deliver robust ETL/ELT pipelines handling terabytes of data with low latency, using PySpark, Airflow, and Databricks. Our pipelines come with built-in lineage tracking, error handling, and auto-alerting — built on experience consulting for Finance and Cloud data domains.

Data Warehouse

Cloud Data Warehouse Architecture

We design scalable cloud data warehouses on AWS Redshift, Azure Synapse, and GCP BigQuery — optimized for cost, query performance, and governance. Our multi-cloud experience means we recommend the right platform for your workload, not the fashionable one.

Board EPM

Board EPM Implementation & Consulting

We implement and optimize Board Enterprise Performance Management platforms, integrating financial planning, consolidation, and reporting. We bring rare specialist expertise — most EPM consultants generalize, we specialize in Board, delivering faster time-to-value and executive-ready reporting.

Power BI

Executive Power BI Dashboard Development

We transform raw data into compelling executive dashboards that deliver KPI clarity at a glance. From data modeling to deployment, we produce Power BI reports that stakeholders actually use — built with semantic model best practices, row-level security, and storytelling-first design principles.

Predictive Analytics

Predictive Analytics & Forecasting Models

We build production-grade predictive models — demand forecasting, churn prediction, revenue projection — using Scikit-learn, XGBoost, and time series frameworks. Our models are explainable, business-aligned, and integrated into operational systems, not left as Jupyter notebooks.

Cloud Migration

Cloud Migration & Modernization Strategy

We guide organizations through lift-and-shift and re-architect migrations to AWS, Azure, and GCP — minimizing downtime, reducing costs, and ensuring compliance. Our strength: we've operated across all three major clouds, so we advise without vendor bias.

Streaming Data

Real-Time Streaming Data Pipelines

We engineer real-time data streaming solutions using Apache Kafka, Spark Streaming, and cloud-native services. From IoT sensor streams to financial tick data, we deliver sub-second latency pipelines with exactly-once guarantees and operational dashboards.

Financial Automation

ML-Driven Financial Automation

We automate complex financial workflows — reconciliation, variance analysis, forecasting updates — using ML models integrated with tools like Power Automate and Board EPM. Our work at Matasma Digital directly enhanced financial accuracy and slashed operational overhead.

Data Lake

Data Lake & Lakehouse Architecture

We architect modern Data Lakehouses on Delta Lake, Databricks, and cloud-native storage — giving you the flexibility of a data lake with the performance of a warehouse. We bake in data quality checks, schema enforcement, and access governance from day one.

Anaplan

Anaplan Planning & Financial Modeling

We build connected, dynamic planning models on Anaplan — covering workforce planning, sales forecasting, and rolling budgets. Our models are scalable, user-friendly for finance teams, and directly connected to operational data sources for live scenario analysis.

NLP

NLP & Text Analytics Solutions

We build NLP pipelines for sentiment analysis, document classification, entity extraction, and financial text intelligence using FinBERT and transformer models. Our background in NLP applied to finance gives us domain depth that generic ML engineers simply don't have.

Serverless

Serverless & Event-Driven Architecture

We design serverless systems using AWS Lambda, Azure Functions, and GCP Cloud Functions that auto-scale and minimize infrastructure cost. We specialize in event-driven patterns — decoupled, resilient, and cost-optimized for variable enterprise workloads.

Tableau

Tableau Advanced Analytics & Storytelling

We develop Tableau dashboards that go beyond charts — interactive narratives with drill-downs, calculated fields, and connected data sources that drive action. We combine data visualization best practices with business storytelling to produce reports executives champion internally.

BPA

Business Process Automation (BPA)

We map, redesign, and automate end-to-end business processes using Power Automate, Kissflow, and Power Apps — reducing manual effort and human error across HR, Finance, and Operations. We start with process mining to identify the highest-ROI automation opportunities first.

Data Governance

Data Governance & Quality Frameworks

We design enterprise data governance frameworks — cataloging, lineage, quality scoring, and access control — that make your data trustworthy and audit-ready. Our pipelines bake in data contracts and anomaly detection from the start, not as an afterthought.

MLOps

MLOps & Model Lifecycle Management

We set up end-to-end MLOps platforms — model versioning, CI/CD for ML, monitoring, and drift detection — using MLflow, SageMaker, and Databricks MLflow. We ensure your models don't degrade silently in production; they improve with retraining pipelines we architect.

Digital Transformation

Digital Transformation Consulting

We lead cross-functional digital transformation initiatives — from legacy system assessment to roadmap execution — integrating data, AI, and automation tools. Our experience driving transformation at Matasma Digital means we manage both the technical and change management dimensions.

Container Orchestration

Container Orchestration (Docker & Kubernetes)

We containerize applications and design Kubernetes deployments for high availability, rolling updates, and auto-scaling. Our CI/CD pipelines using Jenkins integrate directly with container registries to enable zero-downtime deploys across cloud environments.

Operational Intelligence

Real-Time Operational Intelligence

We embed live analytics directly into your operational processes — monitoring SLAs, surfacing bottlenecks, and triggering alerts in real time. By combining streaming pipelines with BI layers, we deliver visibility that drives immediate operational decisions, not just retrospective reports.

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AI-Powered IoT & Edge Analytics

We design AI systems that process IoT sensor data at the edge and cloud — from anomaly detection to predictive maintenance. Our background in embedded systems and IoT projects (forest fire detection, weather monitoring) gives us rare hardware-to-cloud depth.

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Automated Reporting Ecosystem Design

We build fully automated reporting ecosystems — from data ingestion to stakeholder delivery — eliminating manual report preparation entirely. Integrated with Board EPM and Power BI, our automated pipelines give executives real-time visibility with zero analyst intervention.

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Technical Pre-Sales & Solution Architecture

We help technology vendors and consultancies close enterprise deals by translating complex solutions into clear business value. From RFP responses to live demos, we articulate ROI and technical feasibility with the credibility of a practitioner — because we've built these systems ourselves.

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Data Mesh & Decentralized Data Architecture

We design Data Mesh architectures that distribute data ownership across business domains while maintaining governance standards. We help enterprises escape the data warehouse bottleneck by implementing domain-oriented data products with self-serve infrastructure.

Computer Vision

Computer Vision & Image Classification

We develop deep learning models for image classification, object detection, and anomaly identification using TensorFlow and PyTorch. Our portfolio includes a deployed Skin Disease Prediction system — demonstrating production-grade medical AI delivered from concept to inference API.

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Data Analytics Training & Upskilling Programs

We deliver structured corporate training programs covering Python, SQL, Power BI, and data engineering concepts — designed to measurably upskill analytics teams. With hands-on curriculum design experience and 100+ students mentored, our programs bridge the theory-to-practice gap immediately.

AI Financial

AI-Augmented Financial Intelligence

We combine ML models with financial data to deliver intelligent variance analysis, automated narrative generation, and risk signal detection directly within FP&A workflows. Our combination of FinBERT NLP, ML automation, and Board EPM expertise is virtually unique in the market.

Showcase Solutions

Innovative problem solving utilizing Google Video Gen and Nano Bana generation pipelines.

Generative AI

Enterprise RAG Chatbot Integration

Deployed a production-grade LLM-powered chatbot utilizing RAG architecture to query internal documents, reducing customer support resolution time by 35% and automating 40% of tier-1 tickets.

  • RAG Pipeline Architecture
  • LLM Fine-tuning (FinBERT)
  • 35% Faster Resolution Time
Agentic AI

Autonomous Multi-Agent Task Force

Architected a multi-agent system utilizing CrewAI to autonomously plan, execute, and self-correct supply chain anomalies. The cognitive workflow automation reduced manual intervention errors by 28%.

  • CrewAI / LangGraph Framework
  • Autonomous Task Execution
  • 28% Error Reduction
Data Engineering

High-Volume ETL Pipeline Modernization

Redesigned a legacy ETL architecture handling terabytes of financial data daily. Leveraged PySpark and Databricks to drop data processing latency from 6 hours to 45 minutes, increasing throughput by 800%.

  • PySpark & Airflow Orchestration
  • Data Lineage Tracking
  • 800% Throughput Increase
Cloud Architecture

Scalable Cloud Data Warehouse

Migrated on-premise silos to a unified GCP BigQuery data warehouse. Optimized query performance by 40% and reduced overall infrastructure costs by $150k annually through intelligent cluster scaling.

  • AWS Redshift / GCP BigQuery
  • Query Performance Tuning
  • $150k Annual Cost Savings
EPM Implementation

Automated Board EPM Architecture

Engineered an automated reporting ecosystem within Board EPM, ensuring real-time visibility for stakeholders. Translated executive requirements into a robust framework, accelerating budget cycles by 20%.

  • Real-time Financial Dashboards
  • Consolidation & Reporting
  • 20% Faster Budget Cycles
BI Dashboarding

Executive Power BI Suite

Transformed disjointed spreadsheets into a cohesive suite of Power BI dashboards. Implemented row-level security and semantic models, improving executive decision-making speed by an estimated 50%.

  • Semantic Data Modeling
  • Row-Level Security Implementation
  • 50% Faster Decision-Making
Predictive ML

Demand Forecasting ML Model

Developed and deployed an XGBoost-driven time series forecasting model to predict retail demand. Integrated directly into the supply chain ERP, reducing inventory stockouts by 22% over a 6-month period.

  • Scikit-Learn & XGBoost
  • Time-Series Forecasting
  • 22% Reduction in Stockouts
Cloud Migration

Enterprise Cloud Lift-and-Shift

Led a zero-downtime migration of 50+ legacy applications to AWS. Re-architected critical components to utilize cloud-native services, achieving a 99.99% uptime SLA and enhancing system resilience.

  • AWS / Azure Migration Strategy
  • Zero-Downtime Execution
  • 99.99% Uptime Achieved
Streaming Data

Real-Time Operations Streaming

Engineered sub-second latency data pipelines using Apache Kafka and Spark Streaming to monitor IoT sensor telemetry. Enabled immediate anomaly alerts, preventing 15% of critical hardware failures.

  • Apache Kafka Streaming
  • Exactly-once Processing
  • 15% Failure Prevention
Financial Automation

ML-Driven Variance Analysis

Automated complex financial reconciliation workflows using ML categorization models and Power Automate. Eliminated manual data entry, saving the finance team 40 hours per month and reducing errors to near-zero.

  • Automated Reconciliation
  • Power Automate Integration
  • 40 Hours/Month Saved
Data Lakehouse

Modern Delta Lake Architecture

Architected an enterprise lakehouse on Databricks utilizing Delta Lake for ACID transactions on massive datasets. Unified batch and streaming data, accelerating data science team onboarding by 30%.

  • Databricks Delta Lake
  • ACID Transaction Enforcement
  • 30% Faster Data Science Onboarding
Financial Modeling

Connected Anaplan Planning Models

Deployed dynamic workforce and sales forecasting models via Anaplan. Connected operations directly to financial targets, allowing scenario planning that improved forecast accuracy by 18%.

  • Dynamic Scenario Analysis
  • Workforce & Sales Forecasting
  • 18% Forecast Accuracy Boost
Text Analytics

Financial Sentiment NLP Engine

Built an NLP pipeline leveraging FinBERT to analyze market news and internal reports for sentiment extraction. The automated classification pipeline processed 10,000+ documents daily with 94% accuracy.

  • FinBERT Sentiment Analysis
  • Document Classification
  • 94% Model Accuracy
Cloud Native

Serverless Event-Driven API

Designed a decoupled, serverless microservices backend using AWS Lambda and API Gateway. Optimized auto-scaling for variable workloads, reducing API infrastructure costs by 45% during off-peak hours.

  • AWS Lambda Functions
  • Decoupled Microservices
  • 45% Cloud Cost Reduction
Data Storytelling

Interactive Tableau Narratives

Developed a suite of high-impact Tableau dashboards with drill-down features for marketing spend analysis. Combined UI best practices with live data connections to increase marketing ROI tracking by 25%.

  • Advanced Calculated Fields
  • Interactive Data Narratives
  • 25% Improved ROI Tracking
BPA Implementation

HR Onboarding Process Automation

Redesigned the end-to-end employee onboarding process using Kissflow and Power Apps. Streamlined cross-department coordination resulting in a 60% reduction in manual administrative bottlenecks.

  • Process Mining & Mapping
  • Power Apps Standardization
  • 60% Admin Time Reduction
Data Governance

Enterprise Quality Scoring Framework

Established a comprehensive data governance framework incorporating automated anomaly detection and lineage tracking. Secured data trustworthiness, resulting in 100% compliance during annual security audits.

  • Automated Anomaly Detection
  • Data Lineage Cataloging
  • 100% Audit Compliance
MLOps

Automated Model Retraining Pipeline

Initiated an end-to-end MLOps platform utilizing MLflow for model versioning and drift detection. Created CI/CD pipelines for ML that successfully caught and rectified silent model degradation across 5 critical systems.

  • MLflow Versioning
  • Data Drift Detection
  • Zero Silent Degradation
Digital Consulting

Enterprise Transformation Roadmap

Spearheaded a cross-functional digital transformation initiative for a legacy logistics firm. Aligned AI automation opportunities with business goals, projecting a $2M operational saving over 3 years.

  • Legacy System Assessment
  • Cross-Functional Leadership
  • $2M Projected Savings
Containerization

Kubernetes Microservices Rollout

Containerized 15 monolithic web applications into Docker and orchestrated them using Kubernetes (EKS). Implemented rolling updates with zero downtime, increasing deployment frequency by 300%.

  • Docker / K8s Auto-scaling
  • Zero-Downtime Deployment
  • 300% Higher Deployment Frequency
Operational BI

Real-Time Bottleneck Detection

Embedded live analytics into warehouse operations, combining streaming data with BI alerts. The real-time SLA monitoring system surfaced supply bottlenecks instantly, increasing delivery on-time rates by 12%.

  • SLA Alert Generation
  • Live Operations Dashboard
  • 12% On-Time Delivery Increase
Edge Analytics

AI-Powered Forest Fire Detection

Engineered an IoT edge inference system for remote thermal sensors. Processed sensor data locally to identify anomalous heat signatures, reducing emergency response latency by an average of 4 minutes.

  • IoT Sensor Integration
  • Edge Machine Learning
  • 4 Minute Faster Response Time
Automated Reporting

Zero-Touch Ecosystem Design

Eliminated manual report preparation by building an ingestion-to-delivery ecosystem integrating Board EPM and SQL. Reallocated 3 full-time financial analysts to strategic tasks rather than data entry.

  • Automated Data Ingestion
  • Executive Ready Delivery
  • 3 FTE Equivalents Saved
Solution Architecture

Technical Pre-Sales MVP Demos

Partnered with enterprise sales to prototype MVP cloud and data solutions for prospective clients. The rapid translation of business requirements to technical prototypes helped close 4 enterprise deals in Q3.

  • RFP Response & Prototyping
  • ROI Articulation
  • 4 Major Deals Closed
Decentralized Data

Data Mesh Domain Implementation

Escaped a centralized warehouse bottleneck by shifting to a Data Mesh architecture. Empowered 5 separate business domains to own their data products, cutting Central IT data request backlogs by 65%.

  • Domain-Oriented Ownership
  • Self-Serve Infrastructure
  • 65% Shorter IT Backlog
Computer Vision

Skin Disease Prediction API

Designed a PyTorch deep learning vision model to classify dermatological anomalies. Built the MLOps pipeline to serve predictions via a secure REST API used by telehealth providers, achieving 91% precision.

  • Deep Learning / CNN
  • Medical AI Image Classification
  • 91% Diagnostic Precision
Corporate Training

Data & SQL Upskilling Initiative

Delivered structured Python and SQL upskilling curricula to a team of 40 corporate analysts. Hands-on mentorship bridged the gap to practice, with 85% of attendees successfully passing internal engineering certifications.

  • Python & SQL Curriculum
  • Hands-on Mentorship
  • 85% Certification Pass Rate
Financial Intelligence

AI-Augmented Risk Detection

Combined anomaly detection ML models with FP&A workflows to flag unusual expense patterns. The automated risk categorization improved auditing coverage to 100% of vendor transactions without additional headcount.

  • Expense Anomaly Detection
  • FP&A Workflow Integration
  • 100% Audit Coverage Achieved

About the Founder

Driving innovation through Enterprise Data and AI solutions.

Manjunatha M

Manjunatha M

Enterprise Data Architect & AI Consultant

With over 4 years of deep industrial experience, I specialize in architecting scalable data platforms and building production-grade AI/ML solutions. My mission is to bridge the gap between complex technological capabilities and profound business value.

Core Expertise: Generative AI, Machine Learning, Enterprise Data Architecture, Cloud Engineering (AWS/GCP/Azure), and EPM Systems.

25+

Projects Delivered

12+

Certifications

Ready to Transform Data?

Let's discuss how customized AI strategies and scalable data architectures can drive operational efficiency for your business.

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Location Bengaluru, Karnataka