AI & ML Development Services

Certified Databricks Partner · Delivering AI and Data Solutions at Scale

Lucent Innovation is a Databricks certified AI and ML development company that builds governed, production-ready AI solutions for enterprises. Our AI and ML services include readiness assessments, proofs of concept, AI agents, predictive systems, automation and MLOps built on scalable Databricks data foundations.

  • Certified Databricks Partner
  • 13+ Years of Enterprise Expertise
  • 4.8 on Clutch Reviews
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Looking for the Right AI Partner?

One Team from AI Strategy to Production

Start with an AI readiness assessment, an AI proof of concept, or a defined development project based on your current goals and level of data maturity. Our team brings AI strategy consulting, custom AI software development, data engineering, system integration, deployment and MLOps together under one delivery model.

Whether you are exploring AI for the first time or moving an existing solution into production, we help you choose the right path, reduce implementation risk and define clear next steps.

Explore the capabilities below to find the best starting point for your business.

Services by Business Need

Our AI and ML Services

Choose the service that matches your current stage, from AI planning and validation to development, automation, deployment and ongoing model operations.

Strategy and Readiness

Validate goals, data readiness, risks and roadmap.

Build and Integrate

Build AI software for your data, systems and workflows.

Agentic AI and Automation

Build AI agents for secure, multi-step automation.

Databricks-Native AI

Build and monitor governed AI on Databricks Lakehouse.

Where AI Agents Create Value

Agentic AI and AI Agent Development

Agentic AI is software that can plan steps, use approved tools, and complete tasks across connected systems. We build AI agents with trusted data, clear permissions, human approval, and performance monitoring.

Support & Operations

Customer and Internal Operations Agents

Answer support questions, update records, route requests and complete routine workflows across customer service and internal teams.

Commerce

Shopping and Commerce Agents

Help shoppers find and compare products, receive relevant recommendations, and complete approved commerce actions using Lucent’s Shopify experience.

Data & Knowledge

RAG and Retrieval Agents

Use approved company data, documents, and knowledge sources to answer questions and show the information behind each response.

Who We Build With

AI Platforms and Commerce Expertise

Certified Databricks Partner

AI and ML with Databricks

Build governed AI and ML solutions using Mosaic AI, MLflow and Unity Catalog for development, deployment and monitoring.

Shopify Plus Partner

AI and ML with Shopify

Combine AI and Shopify expertise to improve product discovery, personalization, customer support and commerce workflows.

How we deliver AI and ML projects

1
Assessment

Confirm the business case, data readiness, risks, and success measures.

2
Architecture

Plan the data, model, security and integration design.

3
Build

Develop and test the models, agents, workflows and integrations.

4
Deploy

Launch with access controls, monitoring and rollback plans.

5
Optimize

Track accuracy, cost, latency and model drift through MLOps.

Proven Results

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Location PinUSA

Snowflake to Databricks Migration for a Retail Subscription Platform

Challenge Faced:

A fast-growing meal-kit and grocery subscription company faced rising Snowflake costs, slow batch-based personalization, fragmented machine learning workflows, and limited visibility across its data systems.

Solution:

Our team migrated the company to a Databricks Lakehouse using a phased approach. We unified batch and streaming data, moved machine learning workflows to MLflow, and introduced Unity Catalog for centralized governance without disrupting analytics operations.

Core Technologies Used

DatabricksDelta LakeApache KafkaAWSPySparkMLflowUnity Catalog
Snowflake to Databricks Migration for a Retail Subscription Platform

Outcomes Achieved

65%
Reduction in data platform costs
50%
Improvement in query performance
35%
Faster ML model deployment
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Getting Started

Flexible Ways to Start Your AI Project

AI Readiness Assessment

Start with a fixed-scope engagement to identify valuable AI use cases, assess data readiness and define a practical implementation roadmap before development begins.

Project-Based AI Development

Choose a defined scope, timeline, and set of deliverables when you already know which AI solution, model, agent, or automation workflow you need to build.

Dedicated AI/ML Team

Hire dedicated AI and ML developers who work as an extension of your team, providing ongoing development, integration, and MLOps support.

AI and ML pricing depends on project scope, data readiness, integrations, security requirements, and delivery model. Lucent Innovation’s verified Clutch profile lists general agency rates of $25–$49 per hour, while enterprise AI projects are scoped around the required architecture, governance and implementation complexity. For ongoing support, you can also hire dedicated AI/ML developers to work as an extension of your team.

Practical AI and ML Guides from Our Team

Takes Less Than a Minute · No Commitment

Not Sure Which AI Capability You Need?

Our AI readiness assessment process reviews your business goals, data, systems and risks. Based on the findings, we recommend the next step, such as AI strategy consulting, an AI proof of concept, custom AI development, or an AI agent pilot.

Book Your Free AI Readiness Assessment

Expand Your Capabilities With These Services

Take your project further by combining this service with our other high-impact solutions.

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

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

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

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

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

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

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

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

Anoop Roy Kundal

Nicobar

Frequently Asked Questions

Still have Questions?

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What does an AI and ML development company do?

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What is included in an AI readiness assessment?

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What custom AI solutions can Lucent Innovation build?

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Does Lucent Innovation work with companies in the USA and globally?

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How do you address security for USA and global AI projects?

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Can you integrate AI with our current software and data platforms?

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How much do AI and ML services cost?

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How long does an AI project take, and what happens after launch?

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Can AI and ML integrate with our e-commerce or Shopify store?

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