Machine Learning Development Services
Build custom machine learning solutions to solve business problems, automate tasks and improve decisions.
Lucent Innovation builds and tests machine learning models using your business data. We integrate them with your existing software and deploy them for use in your business workflows. Share your requirements to get an estimate for your ML Development project.
- Certified Databricks Partner
- 12+ Years in Business
- 1,250+ Projects Delivered
- 250+ Clients Served
- Serving US and Global Clients
Who We Work with
Our Machine Learning Development Services
Lucent Innovation provides Custom Machine Learning Development for new applications and existing software. We prepare your data, build and test models and connect them to your systems. Deployment and ongoing model maintenance can be scoped around your project.
Machine Learning Model Development
We train models on your business data for tasks such as demand forecasting, fraud detection and recommendations. Model selection and testing follow the problem you need to solve, with performance assessed against agreed measures before deployment.
Machine Learning Software Development
Turn model outputs into features your team or customers can use. We build the application features and interfaces around the model, so predictions and recommendations are available within the product or business workflow.
Machine Learning Integration Services
We connect machine learning models to your existing applications through APIs and data pipelines. The work covers how data reaches the model and how its outputs return to the systems your team uses.
ML Model Deployment & MLOps
We deploy models to cloud or on-premises environments and set up monitoring for performance and data drift. Our MLOps work supports model updates and maintenance after launch.
Model Optimization & Retraining
Existing models may need attention when data or business requirements change. We review performance, tune models and retrain them where needed, then test the updated version before release.
Data Engineering for ML
Prepare the data your models will train on and use in production. We clean and transform data, engineer features and build pipelines that connect source systems to the ML Workflow.
Machine Learning Solutions for Business Workflows and Products
Lucent Innovation is a machine learning development company that builds forecasting models, recommendation engines and systems that flag unusual activity. We also develop ML-powered product features and modernize existing models to work with changing data and systems.
Predictive Analytics & Forecasting
Recommendation & Personalization
Fraud, Risk & Anomaly Detection
Natural Language Processing
Computer Vision
Customer & Operational Intelligence
ML-Powered Product Features
Existing Model Modernization
Why Choose Lucent Innovation for ML development?
Lucent Innovation brings model development, data engineering and software delivery into one team. We plan the build around your existing systems and production workload, with technical documentation your engineers can use after delivery.
ML and AI Projects Delivered by Our Team
USAAI Customer Support for a Shopify Store
Challenge Faced:
A growing Shopify store handled 500 to 2,000 support requests a week manually. During peak sales, response times exceeded 24 hours and routine questions left agents less time for complex cases.
Solution:
Lucent Innovation built an AI support system connected to live Shopify data and a RAG knowledge pipeline. We automated routine replies, routed complex cases to agents and added dashboards to track support activity.
Core Technologies Used
Outcomes Achieved
How We Develop Your Machine Learning Model
Lucent Innovation starts with the decision your model needs to support and the data available to build it. We agree on evaluation measures before training, then plan integration, deployment and post-launch support around your systems.
Tell us what you want to build or improve. We'll review your details and provide a custom project estimate.
Get an ML Project EstimateScope the task
The model's task, intended use and success measures are agreed before development.
Prepare the data
Data is checked for quality and prepared, with training and evaluation datasets kept separate.
Train and test
Models are compared with a baseline and tested on separate evaluation data for errors and response speed.
Integrate and deploy
We test integrations and production performance, agree on operating responsibilities and deploy with monitoring in place.
Monitor and maintain
Agreed support covers performance monitoring and data changes, with updates and retrained models tested before release.
Ways to Work with Our ML Team
Lucent Innovation offers dedicated engineers, hourly engagements and custom teams for ML development. We scope the work around your data readiness, model requirements and existing systems. Your estimate reflects the skills, time and support the project needs.
Dedicated ML Engineer $4500/month
Monthly Engagement
Work with an ML engineer assigned to your project for model development, integration and ongoing improvements. This option suits teams with a steady development backlog and a need for consistent engineering capacity.
- ✔️160/hours per month
- ✔️Direct collaboration with your engineer
Hourly ML Development $40/hr
Hourly Billing (USD)
Use hourly support for defined tasks such as model evaluation, integration changes or troubleshooting. We agree on the work to be completed and bill for the time spent on your project.
- ✔️Billing based on time worked
- ✔️Development and maintenance tasks
Custom ML Team
Team-Based Estimate
Bring together ML, data engineering and software specialists for a build that spans several workstreams. We define the team and responsibilities around your project requirements.
- ✔️Skills matched to the project
- ✔️Defined roles and responsibilities
Start with ML Consulting If You're Not Ready to Build
Lucent Innovation can build your ML solution or help you assess the data and technical approach before development.
Start Development
You have a use case in mind and need a team to build the solution and put it into use.
Discuss Your ML ProjectGet Guidance First
You need to assess your data, compare technical options or define an implementation plan before committing to development.
Explore Machine Learning ConsultingIndustries
Machine Learning for Your Industry
We provide Machine Learning Development Services for businesses in Healthcare, Retail, Finance, Manufacturing, Logistics, Energy and Hospitality. Our team scopes each project around the requirements of your industry.
Healthcare
We build ML-enabled workflows for healthcare data processing and operational analysis. The scope accounts for patient-data access, integration with existing healthcare systems and how staff will review the outputs.
Explore Healthcare SolutionsRetail and Ecommerce
Use sales, browsing and order data for product recommendations and demand forecasting. We connect model outputs to storefront and inventory workflows so teams can use them in merchandising and stock planning.
Explore Retail and Ecommerce SolutionsFinance and Banking
We develop models that flag suspicious transactions and support risk review. Data access and how flagged cases reach your analysts are planned around existing financial systems and review procedures.
Explore Financial Software SolutionsManufacturing
Models use equipment readings, maintenance histories and inspection images to support failure-risk assessment and defect detection. We connect the outputs to maintenance and quality workflows, with uncertain findings routed for review.
Explore Manufacturing SolutionsTransport and Logistics
We develop forecasting and predictive-maintenance models using shipment, warehouse and fleet data. Integration with transport and warehouse systems puts model outputs into capacity planning and maintenance workflows.
Explore Transport and Logistics SolutionsEnergy and Utilities
We develop demand-forecasting and predictive-maintenance models using generation records, equipment readings and operational data. Model outputs support energy planning and asset monitoring, with integration into your existing reporting and maintenance systems.
Explore Energy and Utilities SolutionsTravel and Hospitality
Use booking history, guest preferences and loyalty data to forecast demand and personalize recommendations. We connect models to reservation and customer systems so teams can apply the outputs to planning and guest-facing experiences.
Explore Travel and Hospitality SolutionsWhat We Validate Before ML Model Deployment
Lucent Innovation reviews model performance and deployment readiness against the requirements agreed for your project. We check how the model behaves with your data and systems, including the controls needed to operate and update it.
- Model Performance Against Agreed Targets
- Data Leakage and Validation Checks
- Edge Cases and Unexpected Inputs
- Monitoring and Rollback Readiness
- Business Acceptance Criteria
- Latency and Throughput Under Load
- End-to-End Integration Behavior
- Data Access and Security Controls
What Our Clients Say
A glimpse into what our clients think of the work we've done together.
“No task was impossible, and they delivered. It was so cool to dream big and have the results become a reality, thanks to their dedication, technical expertise, and seamless execution.”
Treva Stone
Moonglow
“Good developers with experienced knowledge and who are always willing to suggest ways to improve your workflow. Their support and expertise have been invaluable in enhancing our project’s efficiency and overall success.”
Gibson Tang
Mighty Jaxx
“We were impressed with their timelines, accuracy, and understanding of business and technical requirements. Their proactive approach and seamless execution made the entire process smooth and efficient.”
Ujjawal Kothari
Iconic
“I am impressed with their ability to get things done quickly while maintaining high quality. They were responsive, easy to work with, and ensured everything was delivered as promised.”
James Owen
Raintree Nursery
“The team truly goes above and beyond to ensure everything looks and functions exactly how we envisioned. And we’re genuinely happy with the results.”
Jack Bensason
Trestique Beauty
“Lucent Innovation dramatically improved our website speed—the integration of crucial features enhanced user engagement and our e-commerce capabilities.”
Akshay Khatri
Go Noise
“After working with multiple vendors, Lucent was the only team that truly understood and transformed our vision into a world-class product. From confusion to clarity they guided, built, and delivered beyond expectations.”
Glenn Freezman
Digital Speaker Agent
“Nicobar's smooth migration was achieved through Lucent Innovation's structured planning and patient approach. They demonstrated their reliable expertise and minimized potential disruptions.”
Anoop Roy Kundal
Nicobar
Frequently Asked Questions
Still have Questions?
Our Global Footprint
With offices in the USA and India, we partner with businesses around the world.
Engineering Partners. Not Vendors.
Certified Databricks Partner & Shopify Plus Agency delivering production-grade data, AI, and Commerce solutions since 2013.
Services
Get in Touch
- info@lucentinnovation.com
- +1-(844) 582-3681
- Ahmedabad, India · Serving US, UK & Global clients
Lucent Innovation, © 2026. All rights reserved.
Lucent Innovation, © 2026. All rights reserved.