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Machine Learning Development Services

From using machine learning algorithms to creating production-ready ML models, we can help you from planning through deployment to automate your operations, enhance the customer experience, or even detect fraud in real time.
Development of custom-built ML models for business
Integration of machine learning models with existing solutions
Build CI/CD pipelines using MLOps frameworks
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4.6/5 on Clutch3,200+ satisfied clients
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300+Successful Projects
300+
Successful Projects

3,200+Satisfied Clients
3,200+
Satisfied Clients

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4.6/5 | 18k+ Happy reviews
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G2 Reviews
4.6/5 | 18k+ Happy reviews

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G2 Reviews
4.6/5 | 18k+ Happy reviews
g2RatingImage
G2 Reviews
4.6/5 | 18k+ Happy reviews

300+Successful Projects
300+
Successful Projects


3,200+Satisfied Clients
3,200+
Satisfied Clients

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new


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Turn Raw Data Into Actionable Decisions Using Our Machine Learning Development Services

For over 10 years, we've been helping startups, enterprises, and product companies turn their data into actionable decisions using our real-world machine learning models. The models we develop today don't live in labs; they run in production, solving real-world problems such as improving efficiency, reducing risk, and driving measurable growth.

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Predictive Analytics

Whether you're looking for a sales forecasting solution, customer churn prediction, or want a system that predicts revenue for the next quarter, we can help provide such granular-level insights that help you grow your business with confidence.
  • Analyse historical data and business trends.
  • Improve demand planning, revenue forecasting, and inventory management.

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Classification and Pattern Recognition Systems

We create pattern recognition machine learning models that analyze large volumes of data, learn patterns, and then classify/flag information in real time.
  • Decision-making happens faster through automated pattern identification, no matter your use case (fraud detection or behavioural pattern analysis).
  • Teams can focus on high-value tasks rather than repetitive checks.

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Recommendation Systems

Increase user engagement and drive more sales for your business with AI-powered recommendation systems that do more thinking for you.
  • Analysis of users' behaviour, preferences, and their interaction data.
  • Development and deployment of a product recommendation engine and cross-sell & upsell models.

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Time Series and Forecasting Models

From predicting future trends (identifying revenue/stock prices) to tracking past data patterns, we specialize in building time-series and forecasting models.
  • Forecast demand, revenue, and energy usage with high accuracy.
  • Proactive decision-making by tracking data patterns to prevent potential losses for your business.

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Optimization and Decision Systems

No more manual guesswork. Our AI engineers build ML-powered optimization systems that help businesses choose the best possible action in complex scenarios.
  • Optimize routes, pricing, resource allocation, and workplace scheduling using data-driven models.
  • Reduce operational costs and improve operational efficiency through automated, intelligent decision-making.

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Anomaly Detection Systems

Spot the problems early on (the unexpected jumps, detect the fraud or broken systems) and make your operations better through anomaly detection systems.
  • Detect system failures and suspicious transactions in real time.
  • Reduce business downtime with early alerts and proactive monitoring.

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ML Model Modernization

We modernize your machine learning models so you can save your costs through automated processes and reduce reliance on manual labour.
  • Improve your model performance by fine-tuning and implementing the best MLOps practices.
  • Delivering production-ready ML systems that deliver consistent performance even when your business grows.

CASE STUDY - LEGALDigiLawyer - Real-Time Legal Guidance With an ML Assistant

Digilawyer needed an ML assistant to deliver real-time legal guidance and educate them about their rights. We built a legal AI/ML assistant powered by the MCP protocol, letting users access real-time information, especially in tier 2 and tier 3 cities.

Legal research time reduced from hours to seconds.

Read Case Study
Legal Guidance with an ML Assistant
Our Core Capabilities

From custom-built models to MLOps pipelines and compliance-ready delivery, these capabilities keep your ML systems running in production.

Custom-Built ML Models — Development of custom-built ML models for business
MLOps CI/CD Pipelines — Build CI/CD pipelines using MLOps frameworks
Compliance-Ready Delivery — Adherence to regulations such as GDPR, HIPAA, and other compliances
Core capabilities graphic

Why BigOhTech is the Award-Winning and Trusted Machine Learning Development Company?

Here's why partnering with the right ML development firm can turn your data into measurable ROI.

Certified ML engineers

We have expertise in the development, deployment, and integration of ML models with existing systems to directly solve business problems, such as optimizing workflows, forecasting demand, or enhancing the customer experience.

Follows a Customer Centric Approach

We place client needs first by working closely with them and delivering ML solutions through transparent communication.

Transparent and Explainable Models

We build interactive dashboards so teams can explore model behaviour with no technical expertise required. These include model confidence tracking, prediction breakdowns, feature-impact visualizations, and performance-drift indicators.

Long-Term Support and Maintenance

Machine learning models we develop are never a one-and-done task. Through monitoring tools, optimization, and MLOps automation, we ensure that your ML models are compliant, scalable, and production ready as your business evolves.

Audit Ready and Compliant Focused

From day 1, the ML systems are built with complete documentation, decision traceability, and version-controlled history so you're ready for audits and regulatory reviews.

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Built for Real World Business Use CaseWe turn your business ideas into ML solutions with well-defined KPIs. Every model we build today is meant to solve the real business problem.
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Custom ML Development Solutions for Diverse Industry Verticals

From ideation to deployment, our sole purpose is to serve: build custom ML solutions that automate processes and provide actionable insights for your business. We develop AI/ML models across diverse industries, including aviation, energy and trading, travel and hospitality, and legal tech.

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Aviation

  • Demand and ops forecasting for airline workflows
  • Document and maintenance record classification
  • Compliance audit acceleration with ML
  • Inventory and parts pattern recognition
  • Anomaly alerts for operational systems

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Energy and Trading

  • Energy usage forecasting models
  • Trading and market signal pattern detection
  • Risk and anomaly detection on transactions
  • Demand planning from complex datasets
  • Optimization for resource allocation

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Travel and Hospitality

  • Guest sentiment analysis across channels
  • Demand and occupancy forecasting
  • Dynamic pricing optimization support
  • Personalized guest recommendations
  • Ops performance tracking dashboards

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Legal Tech

  • Legal research acceleration with ML assistants
  • Contract and document classification
  • Case pattern recognition support
  • Real-time guidance for end users
  • MCP-powered knowledge retrieval patterns

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Retail and Ecommerce

  • Product recommendation engines
  • Churn and purchase propensity models
  • Inventory demand forecasting
  • Fraud and anomaly detection on orders
  • Cross-sell and upsell models

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Finance and Risk

  • Fraud detection in real time
  • Suspicious transaction anomaly alerts
  • Credit and risk pattern classification
  • Forecasting for revenue and cash trends
  • Explainable dashboards for audit readiness

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Manufacturing

  • Predictive maintenance signals
  • Invoice and data-entry RPA with ML
  • Quality anomaly detection
  • Scheduling and resource optimization
  • Downtime early-warning alerts

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Supply Chain

  • AI/ML supply chain forecasting for demand
  • Inventory optimization models
  • Route and logistics optimization
  • Supplier risk pattern detection
  • Proactive loss-prevention monitoring

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See what BigOhTech Can Do for Your Business with Our Machine Learning Application Development Services

Here's the step-by-step roadmap that we follow for building, training, evaluating, deploying, and scaling our ML models with our data scientists.

01

Data Assessment and Preparation Phase

To ensure the effectiveness of your machine learning solutions, we review the datasets, clean them, and organize and structure them so they are ready for training the ML model.

02

Business Understanding

As a trusted ML development company, we never start our development process by using algorithms or jumping straight into technology. Ultimately, our focus is on understanding your problems, identifying your core challenges first, and delivering real value.

03

Validation and Testing

We thoroughly test the AI models to ensure that they deliver accurate results and consistent performance before going live.

04

Model Design and Training

Based on your use case, we select the ML algorithm and train it using your data to detect patterns, make predictions, and automate routine operations.

05

Deployment

At this stage, we integrate ML models into your existing systems, applications, or workflows so your team can use them.

06

Monitoring and Continuous Optimization

After deployment, we continuously monitor performance, retrain models when needed, and make improvements to ensure the model meets evolving user needs.

Choose the Right Machine Learning Engagement Model

Whether you need to fine-tune an existing model (often 2-6 months) or build from scratch (often 6-12 months), pick the engagement that matches your timeline and data readiness.

Starter

$4,500
USD per month Billed Monthly
Start here
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Fixed price
green
~2-week delivery
green
1 channel
Professional
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Recommended

$12,000
USD per monthBilled Monthly
Get a proposal
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30 days post-launch tuning
green
RAG on your data, with guardrails
green
Multi-channel + CRM/helpdesk
Enterprise

Custom
CustomCustom pricing
Talk to sales
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SSO, audit logs, compliance
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SLAs & dedicated suppor
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On-prem / VPC deployment

Companies Are Achieving More with ML Solutions Development

From data readiness and model design to development, BigOhTech has delivered ethical and responsible ML systems for DigLawyer, Lufthansa, and 5 Star Luxury Hotel.

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Case Study
Lufthansa
4-4→1 moCustom onboarding reduced

AI auditsSolutions integrated to speed up audits

Build ML In-House, Buy a Generic Tool, or Partner With BigOhTech?

The models we develop today don't live in labs; they run in production. Compare how a dedicated ML partner stacks up when you need forecasting, fraud detection, or recommendations that actually ship.

Schedule a Technical Discussion
Time to production
Data preparation
MLOps and CI/CD
Explainability
Compliance and audit
Long-term ownership
Generic ML tools
yellow check
Demo-ready, hard to operationalize
red check
You own messy data cleanup
red check
Limited or DIY
red check
Black-box defaults
red check
Shared tool posture
yellow check
Easy to stall after PoC
Recommended
BIgOH Logo
green check
Business understanding through monitoring
green check
Data assessment, cleaning, structuring
green check
CI/CD pipelines using MLOps frameworks
green check
Confidence, feature impact, drift dashboards
green check
Documentation, traceability, version history
green check
Monitoring, retraining, optimization
In-house only hire
red check
Hiring lag before first model
red check
Full data team required
red check
Build ops from scratch
yellow check
You build dashboards yourself
yellow check
You own audit readiness
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Permanent MLOps headcount

ML Applications We Build for Every Business Need

As a Machine learning development service provider, we're helping businesses of all sizes, from startups to enterprises, to build ML applications using emerging technologies such as AI, computer vision, NLP etc.

Explore ML Use Cases
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Demand Forecasting Apps

ML applications that forecast demand so you can plan inventory, revenue, and capacity with clearer signals.

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Fraud Detection Systems

Real-time classification and anomaly models that flag suspicious transactions and reduce operational risk.

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Customer Experience ML

Models that enhance customer experience through recommendations, sentiment, and churn prediction.

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NLP Assistants

Custom chatbot and sentiment analysis systems that understand human language and free your teams from repetitive replies.

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Computer Vision Pipelines

Image detection, object recognition, and video analytics for better decisions from visual data.

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MLOps Production Platforms

Deployment, maintenance, and long-term support with CI/CD pipelines so models stay production ready as you grow.

Technologies You Need for ML Development Services To Create Business Value

Our ML solutions enable them to forecast demand, maximise their ROI, and make predictions from complex datasets - on cloud platforms you already trust.

TensorFlow
TensorFlow
BigQuery ML logo
BigQuery ML
AutoML logo
AutoML
Pandas loogo
Pandas
Scikit-learn logo
Scikit-learn
PyTorch logo
PyTorch
Microsoft Azure
Microsoft Azure
Hugging Face logo
Hugging Face
AWS logo
AWS
Google cloud
Google Cloud
AWS Lambda logo
AWS Lambda
AWS SageMaker
AWS SageMaker
On-prem / Hybrid logo
On-prem / Hybrid
Python logo
Python
R logo
R
Java logo
Java
Scala logo
Scala
Typescript
TypeScript
SQL logo
SQL
BigQuery ML logo
BigQuery
PostgreSQL
PostgreSQL
MongoDB 
MongoDB
Snowflake logo
Snowflake
Redis logo
Redis
Feature stores logo
Feature stores

Our Tech Partnerships

We've partnered with Microsoft Azure, Google Cloud, and AWS to deliver powerful machine learning and cloud-based platforms that organizations can use, trust, and scale.

Microsoft Azure
Microsoft Azure
AWS logo
AWS
Google cloud
Google Cloud
OpenAI
OpenAI
Salesforce
Salesforce
Meta logo
Meta
HubSpot
HubSpot
Shopify logo
Shopify
Slack
Slack
Zendesk logo
Zendesk
Industry InsightsNo Matter What You Invest, ML Pays Off

Here's how companies are getting value from these technologies - Our ML solutions enable them to forecast demand, maximise their ROI, and make predictions from complex datasets. Over the next 3 years, 92% of companies are planning to increase their investments in AI (McKinsey).

78% of organizations use AI in at least one business function (McKinsey, State of AI in 2025).
By 2030, 70% of large organizations will adopt AI/ML supply chain forecasting solutions to predict future demand (Gartner).
Make More Money with ML Solutions
AI industry insights

Technologies You Need for ML Development Services To Create Business Value

As a Machine learning development service provider, we're helping businesses of all sizes, from startups to enterprises, to build ML applications using the emerging technologies such as AI, computer vision, NLP etc.

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Artificial Intelligence

As an ML consulting company, we develop AI/ML models that analyze large datasets, automate complex tasks, and provide data-driven insights across diverse industries, including aviation, energy and trading, travel and hospitality, etc.

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Computer Vision

Whether it's about image detection, object recognition, or video analytics, we provide computer vision services to help you make better business decisions through improved data analysis and image/video processing capabilities.

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Natural Language Processing

From creating custom chatbot solutions to sentiment analysis systems, we build advanced NLP systems that understand and interpret human language. This way, it frees you up by automating customer interactions, delivers instant replies, and enhancing your experience.

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Data Mining

Our expertise lies in creating intelligent capabilities using data mining solutions that help you uncover trends, find correlations, and detect anomalies from large, diverse, and dynamic datasets, enabling smarter, faster decisions.

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Robotic Process Automation

Our machine learning development services help businesses automate their repetitive, rule-based tasks (such as data entry, invoice processing, and customer support) using robotic process automation solutions.

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Cloud

We build and run machine learning models on the cloud using platforms such as Microsoft Azure, AWS, and Google Cloud, which can be scaled up/down as per your users, data, and workloads grow.

Why our clients love working with us

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Clutch review

Our awards and accolades validate our work; we are the best application development company in India & USA.
Ikshit Chhabra
Deputy GM@Apollo Health & Lifestyle Ltd
1 year ago
The team managed to overcome the challenges and deliver the project without compromising on quality.
View LinkedIn
Manish Saini
Former CEO@Ferns N Petals
2 weeks ago
"Delivering quality work was a motivation for their team."
View LinkedIn
Sudha Gupta
Sr. Project manager@Flydocs
2 weeks ago
"Overall, their approach was flexible and focused, ensuring that our needs were met effectively."
View LinkedIn

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Frequently Asked Questions (FAQs)

How soon can we expect the results from the machine learning project?

The time to see results from an ML project depends on several factors, such as how quickly the solution is adopted, how easily it scales, and how well it aligns with business goals. While some projects can deliver quick wins and measurable ROI within a short time.

The time to see results from an ML project depends on several factors, such as how quickly the solution is adopted, how easily it scales, and how well it aligns with business goals. While some projects can deliver quick wins and measurable ROI within a short time.

What makes BigOhTech the right partner for enterprise-grade ML development?

We take care of the end-to-end ML development process, from planning to deployment, and post-launch maintenance and support. With real expertise across industries such as aviation, energy and trading, hospitality, and legal tech, we know how to deliver real value from these intelligent models.

We take care of the end-to-end ML development process, from planning to deployment, and post-launch maintenance and support. With real expertise across industries such as aviation, energy and trading, hospitality, and legal tech, we know how to deliver real value from these intelligent models.

Do I need to invest in infrastructure for training an ML model?

No, we manage the ML model development process and handle the training on our own infrastructure.

No, we manage the ML model development process and handle the training on our own infrastructure.

How do you integrate an ML model with our existing enterprise systems and workflows?

ML models can be integrated directly with your existing systems, such as CRMs, ERPs, and other customer-facing apps, through secure APIs, and adopt best MLOps practices to deliver seamless performance.

ML models can be integrated directly with your existing systems, such as CRMs, ERPs, and other customer-facing apps, through secure APIs, and adopt best MLOps practices to deliver seamless performance.

How long does it take to fine-tune an ML model compared to building one from scratch?

Fine-tuning the existing model can take 2-6 months, depending on model size, complexity, and business use case. Developing a new model from scratch requires 6-12 months due to the time required for data collection, training, and validation.

Fine-tuning the existing model can take 2-6 months, depending on model size, complexity, and business use case. Developing a new model from scratch requires 6-12 months due to the time required for data collection, training, and validation.

How do you maintain quality and accuracy in Machine learning models?

We use data processing methods to handle missing data and outliers, and to normalize data to improve model performance. We carefully select the most relevant features to reduce complexity.

We use data processing methods to handle missing data and outliers, and to normalize data to improve model performance. We carefully select the most relevant features to reduce complexity.

How much data is required to train the ML model, and what type of data is needed?

We train the machine learning models on labelled and unlabelled datasets. We work with any type of data that can be converted into numbers, such as text, images, video, graphs, etc. More data generally leads to better model performance. Data diversity is also an important parameter that helps the model learn from diverse data. If your existing datasets don't match these standards, then we'd advise you to collect new training datasets or reuse available training datasets.

We train the machine learning models on labelled and unlabelled datasets. We work with any type of data that can be converted into numbers, such as text, images, video, graphs, etc. More data generally leads to better model performance. Data diversity is also an important parameter that helps the model learn from diverse data. If your existing datasets don't match these standards, then we'd advise you to collect new training datasets or reuse available training datasets.

Can you help me support my ongoing project with the AI development team?

If you currently have another team working on your project, our consultants will collaborate with you. They will review your existing documentation and understand your project scope to determine the necessary resources.

If you currently have another team working on your project, our consultants will collaborate with you. They will review your existing documentation and understand your project scope to determine the necessary resources.

How can BigOhTech help my business with ML development?

BigOhTech has a skilled team of machine learning engineers and data scientists who can assess your business needs and data infrastructure to build tailored ML solutions, including predictive analytics, natural language processing, computer vision, and recommendation engines.

BigOhTech has a skilled team of machine learning engineers and data scientists who can assess your business needs and data infrastructure to build tailored ML solutions, including predictive analytics, natural language processing, computer vision, and recommendation engines.

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Extend your team with certified ML engineers, data scientists, and MLOps specialists.
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