95% ML Models in Production

 Successfully deployed within 4 months.

Business-Focused Models

 Built for real-world environments, not just theory.

Massive Training Datasets

 Over 100M rows for high-accuracy results.

 Specialized ML Engineers

 Infrastructure + mathematics expertise for production deployment.

Why Novumlogic?

"They didn't just build a model, they helped us deploy, monitor, and tune it for real ROI."

— COO, ComplianceTech (USA)

Enterprise-Grade Security

SOC 2 Type II, GDPR-ready, end-to-end encryption.

Real-World AI Applications

Field Services, Healthcare, Finance & more.

Rapid MVP Development

From concept to working product in weeks.

Agile & Scalable Delivery

Flexible to evolving business needs.

Common Business Challenges We Solve

Our data is unstructured and inconsistent.

Clean, normalized datasets ready for model training

We don't know which ML approach to choose

Problem-fit model selection and experimentation

Prototypes never scale to production

Production-ready code with API deployment

We can't personalize at scale

Real-time recommendation engines that boost engagement

Our data integration and preparation are too costly and time‑consuming.

TLM interconnection layer automates data mapping to cut both time and cost.

Founders Message

At Novumlogic, we believe machine learning should make business smarter, not more complicated.

We’re not here to impress you with buzzwords or build models no one uses. Our goal is simple: turn complex ML workflows into practical solutions that drive real impact, whether it’s automating decisions, uncovering patterns, or making predictions you can act on.

We’re big on clarity, straight talk, and building trust. If something’s worth building, we’ll do it right. If it’s not, we’ll tell you upfront.

Curious how ML can move the needle in your business? Let’s talk. No pressure, just real talk and smart ideas.

Rohan Shah, Founder

Our Core Machine Learning Development Services

ML Consulting & Strategic Roadmapping

Align your machine learning strategy with business objectives through data-driven assessment.

What you get: 

Comprehensive data audit and ML opportunity mapping 

Problem-fit model feasibility study with ROI projections

Technical roadmap for predictive intelligence initiatives 

Learn More

Custom Model Development & Training

Build custom machine learning models specifically designed for your data patterns and business logic.

What you get: 

Classification, regression, forecasting, and clustering algorithms

Hyperparameter tuning, cross-validation, and bias detection

API deployment with monitoring hooks for uptime and performance

Learn More

Data Processing & Feature Engineering

Transform raw data into machine learning-ready datasets that drive accurate predictions.

What you get: 

Data wrangling, normalization, and deduplication processes

Feature engineering and selection for maximum predictive power

Outlier handling and anomaly detection pipelines

Learn More

Recommendation Engines & Personalization

Recommendation engines that deliver personalized experiences at enterprise scale.

What you get: 

Collaborative filtering and content-based recommendation algorithms 

Real-time suggestion APIs with sub-100ms latency

A/B testing frameworks for continuous optimization

Learn More

ML Consulting & Strategic Roadmapping

ML Consulting & Strategic Roadmapping

Align your machine learning strategy with business objectives through data-driven assessment.

What you get: 

Comprehensive data audit and ML opportunity mapping 

Problem-fit model feasibility study with ROI projections

Technical roadmap for predictive intelligence initiatives 

Learn More

Custom Model Development & Training

Custom Model Development & Training

Build custom machine learning models specifically designed for your data patterns and business logic.

What you get: 

Classification, regression, forecasting, and clustering algorithms

Hyperparameter tuning, cross-validation, and bias detection

API deployment with monitoring hooks for uptime and performance

Learn More

Data Processing & Feature Engineering

Data Processing & Feature Engineering

Transform raw data into machine learning-ready datasets that drive accurate predictions.

What you get: 

Data wrangling, normalization, and deduplication processes

Feature engineering and selection for maximum predictive power

Outlier handling and anomaly detection pipelines

Learn More

Recommendation Engines & Personalization

Recommendation Engines & Personalization

Recommendation engines that deliver personalized experiences at enterprise scale.

What you get: 

Collaborative filtering and content-based recommendation algorithms 

Real-time suggestion APIs with sub-100ms latency

A/B testing frameworks for continuous optimization

Learn More

Not Sure Which ML Model to Use?

No worries, this guide breaks it down clearly so you can pick the right model every time.

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
*Only the useful stuff, we hate spam too.

Our Proven ML Development Process

We follow a streamlined, five‑step process to transform your AI vision into a live service, fast, transparent, and focused on ROI.

1

Discovery Call (30 minutes)

Deep-dive into your goals, data sources, and success metrics. You'll receive clear next steps and accurate budget estimates tailored to your requirements.

2

AI Consulting (1 Day)

Our AI consultants create your solution blueprint, including feature prioritization, technical stack selection, and a clickable prototype of key user flows.

3

Prototype & MVP Development (2–4 weeks)

Our AI software development teams deliver a working MVP with integrated NLP or computer vision models, connected to your data, and a user-ready interface.

4

Secure Deployment & Monitoring

Secure deployment using your existing infrastructure with observability dashboards, automated retraining triggers, and full compliance checks (GDPR, SOC 2).

5

Continuous Iteration & Improvement

Using analytics from live deployment, we fine-tune models, add features in agile sprints, and measure ROI to ensure sustained performance improvements.

1

Discovery Call (30 minutes)

Deep-dive into your goals, data sources, and success metrics. You'll receive clear next steps and accurate budget estimates tailored to your requirements.

2

AI Consulting (1 Day)

Our AI consultants create your solution blueprint, including feature prioritization, technical stack selection, and a clickable prototype of key user flows.

3

Prototype & MVP Development (2–4 weeks)

Our AI software development teams deliver a working MVP with integrated NLP or computer vision models, connected to your data, and a user-ready interface.

4

Secure Deployment & Monitoring

Secure deployment using your existing infrastructure with observability dashboards, automated retraining triggers, and full compliance checks (GDPR, SOC 2).

5

Continuous Iteration & Improvement

Using analytics from live deployment, we fine-tune models, add features in agile sprints, and measure ROI to ensure sustained performance improvements.

Industry-Specific Machine Learning Solutions

Our machine learning development services are tailored to the unique demands of each sector

Healthcare & Life Sciences

Diagnostic classification models for medical imaging

Risk prediction models for patient outcomes

NLP for patient records and clinical documentation

Logistics & Supply Chain Operations

Demand forecasting with seasonal and trend analysis

Route optimization for delivery and field operations 

Predictive maintenance for equipment and fleet management

Finance & Compliance Technology

Fraud detection with real-time transaction monitoring

Entity resolution for regulatory reporting

Behavior-based scoring for credit and risk assessment

SaaS & Digital Marketplaces

Churn prediction with early intervention triggers

Personalization engines for user experience optimization

Time-series forecasting for business planning

Case Studies

Our case studies demonstrate how we've collaborated with customers to address issues and develop advanced solutions.

Edubill

EduBill is a SaaS-based comprehensive billing web application designed to streamline financial transactions and management for educational institutions and agencies.

Results

  • 70% Faster Invoicing & Commission Management

  • 90% Fewer Financial Data Errors

  • High User Satisfaction 

  • UI & Automation

Composite of two admin interfaces: on the left, a web app “Enrolled Students” view listing student records (ID, school name, course, etc.) with “Delete,” “Generate excel,” “Import excel,” and “Add Enrolled Student” controls; on the right, an “Angular”-branded performance report by invoice period, summarizing invoice counts and amounts per school and status.

Reaction Group

Learn how a company specializing in Electrical, Fire, and Hazardous Area Services transformed its data collection and management with a Flutter app powered by Supabase, moving from manual processes to a seamless digital workflow.

Results

  • Data Integrity

  • Faster Reporting

  • Enhanced Customer Service

  • Boosted Reputation

Side-by-side iPhone mockups for a field-service app: the first screen gathers customer/site details, issue date/number and shows a table of asset faults with a “Next” button; the second displays the Fault Report preview, including “Issued By” and “Received By” signature fields, client email entry, plus “Preview” and “Send Email” buttons.

Kasper Dental App

Kasper is a smart, integrated platform that helps you seamlessly run your dental practice, communicate with patients, and manage appointments.

Results

  • Improved Patient Communication

  • Streamlined Operations

  • Enhanced Security

  • Paperless Transition

Presentation of Kasper’s iOS-style interface: (1) numeric dial pad under “Phone” tab, (2) daily calendar view of patient surgeries, (3) text-message chat thread. Beneath, the Kasper wordmark and abstract spiral emblem reinforce branding.

KidSecure

KidSecure is a parental control mobile application

View Case Study
A smartphone and app interface displaying child monitoring features, including a map, settings, and profile cards for parental controls.

Cutting-Edge ML Technology Stack

Secure, scalable, and fast our trusted ML stack

Scikit-learn
PyTorch
TensorFlow
JAX
LightGBM
XGBoost
H2O.ai
Auto-sklearn
Optuna
Keras Tuner
Prophet
GluonTS
Darts
Kats
spacey
NLTK
HuggingFace Transformers
OpenCV
FastAI
Detectron2
Albumentations
MLflow
Weights & Biases
Comet
SHAP
LIME
WhyLogs
ELI5
Apache Airflow
Prefect
Metaflow
AWS
GCP
Azure ML
CoreWeave
Lambda Labs

ML Libraries

Scikit-learn
PyTorch
TensorFlow
JAX
LightGBM
XGBoost

AutoML & Optimization

H2O.ai
Auto-sklearn
Optuna
Keras Tuner

Time Series & Forecasting

Prophet
GluonTS
Darts
Kats

NLP Toolkits (ML-focused)

spacey
NLTK
HuggingFace Transformers

Computer Vision (ML-focused)

OpenCV
FastAI
Detectron2
Albumentations

Experiment Tracking

MLflow
Weights & Biases
Comet

Model Validation & Explainability

SHAP
LIME
WhyLogs
ELI5

ML Orchestration Tools

Apache Airflow
Prefect
Metaflow

Cloud Platforms

AWS
GCP
Azure ML
CoreWeave
Lambda Labs

Security & Compliance Standards

GDPR-Ready
Full data protection compliance
SOC 2 Type II
Enterprise security standards
HIPAA-Aware
Healthcare data protection
Data Encryption
End-to-end encryption protocols
Custom Policies
Tailored data retention policies

Emerging Technologies under ML Capabilities

Feature store for model governance

Use Case

Feast, Tecton for managing and serving features across ML models
Feature Stores

Rapid prototyping for ML workflows

Use Case

Google AutoML, H2O.ai for fast experimentation
AutoML Platforms

Real-time inference on edge devices

Use Case

Lightweight, optimized TinyML models
TinyML

Bias detection and correction in models

Use Case

Responsible AI frameworks for fairness auditing
Responsible AI

FAQs

How much do machine learning development services cost?

accordian icon

What types of models can your ML development company build?

accordian icon

Can you integrate with our existing data team?

accordian icon

Do you provide continuous model monitoring?

accordian icon

How do you ensure models work in production?

accordian icon

What industries benefit most from custom machine learning?

accordian icon

Ready to Transform Your Data into Predictive Intelligence?

Let's build machine learning solutions that deliver measurable business value, faster than you thought possible.

Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.