Generative AI with Databricks
Enterprise-grade LLM, RAG, and AI systems deployed securely on Databricks Lakehouse.
Lucent Innovation design and deploy production grade Generative AI with Databricks systems. We implement secure LLM, RAG, and vector search architecture with full governance and enterprise scalability for organizations focused on execution, not experimentation.
Databricks Mosaic AI services & Lakehouse Experts
Production Ready LLM Deployment
Enterprise Grade AI Governance
Our Gen AI Engineering Capabilities on Databricks
As an enterprise generative AI implementation partner, we design and deploy production-grade GenAI systems on Databricks that solve real operational challenges. We build secure, scalable LLM and RAG architectures that integrate seamlessly with your infrastructure, and workflows. From private LLM deployment on Databricks to full LLMOps lifecycle management, we handle end-to-end execution without complexity.
We Deliver Enterprise Level Generative AI Solution
Partner with Lucent Innovation to design and deploy enterprise grade Generative AI with Databricks that align with your infrastructure, security and scalability requirements while accelerating real-world AI adoption across the organization.
RAG powered knowledge architectures engineered to securely retrieve, index, and reason over proprietary enterprise data at scale.
Vector search pipelines built on Databricks
Embedding based document indexing architecture
Role based data access enforcement
Context aware response generation
Explore Our Generative AI with Databricks Portfolio
New York, USAEnterprise RAG Knowledge System on Databricks
Challenge Faced:
The client had critical business data distributed across ERP, CRM, SharePoint, and internal databases. Teams lacked a unified intelligence layer to retrieve context-aware insights securely and existing search tools failed to provide domain-accurate responses.
Solution:
We implemented a Databricks-native RAG system using Mosaic AI and Vector Search. It includes embeddings pipelines for structured + unstructured enterprise data, role-based access control and governed LLM endpoints via Model Serving for internal knowledge retrieval.
Core Technologies Used
Outcomes Achieved
AI Governance & Risk Control Architecture
Generative AI systems are deployed with governance, access control, and monitoring built into the architecture level. Also, every implementation aligns with enterprise security standards and Databricks-native governance capabilities.
Unity Catalog Integration
Centralized governance enforced through Databricks Unity Catalog for consistent policy control across AI workloads.
Unity Catalog IntegrationRole-Based Access Control
Granular permission frameworks restrict access to models, datasets, and inference endpoints across environments.
Role-Based Access ControlData Isolation
LLM infrastructure deployed within secure isolated environments to protect sensitive enterprise data boundaries.
Data IsolationModel Monitoring
Continuous performance, drift, and latency monitoring ensures stable and reliable production AI systems.
Model MonitoringAudit Logging
Comprehensive audit trails capture model activity, data access, and configuration changes for enterprise traceability.
Audit LoggingCompliance Alignment
AI deployments are structured to align with internal governance standards and enterprise compliance frameworks.
Compliance AlignmentWhy Choose Us for Generative AI with Databricks
Why Partner with Lucent for Enterprise GenAI on Databricks
Deploying Databricks Generative AI service in production requires more than model experimentation. Lucent Innovation brings a Databricks-first execution mindset, combining LLM architecture, secure infrastructure design, and enterprise delivery capability to move AI systems from concept to governed production environments.
Databricks-First Engineering Approach
Production-Over-POC Execution Model
Deep RAG & LLM Infrastructure Expertise
Commerce & Enterprise Domain Experience
LLMOps & AI Lifecycle Governance
Cross-Functional Architecture Teams
Scalable Lakehouse-Native Deployments
Security-First Infrastructure Design
Enterprise Delivery & SLA Commitment
Enterprise Generative AI Deployment on Databricks
Enterprise Generative AI initiatives require structured execution, governance alignment, and controlled scaling. Our deployment flow ensures secure architecture design, disciplined implementation, and measurable production readiness on Databricks Lakehouse.
01
We evaluate high-impact GenAI use cases aligned with business priorities, data maturity, and infrastructure readiness.
02
Our databricks-native GenAI architecture covering LLM orchestration, RAG pipelines, vector search frameworks, and secure infrastructure boundaries.
03
We implement production-grade LLM, RAG, and AI agent systems using structured engineering sprints.
04
We integrate access control frameworks, audit mechanisms, and model lifecycle governance into the deployment.
05
We optimize inference performance, cost efficiency, and workload stability using monitoring frameworks and LLMOps practices.
Engagement Models
We show you exactly what you have to pay upfront with no surprise fees. You only pay for the generative AI work your project actually needs, so, pick up the pricing model that works for your budget and timeline.
Build a Dedicated Team
Hire Generative AI engineers who work exclusively on your LLM, RAG, and Databricks AI infrastructure initiatives.
- ✔️Direct access to LLM & RAG engineers
- ✔️Architecture-to-production ownership
From $50/hr
Hourly Rate (USD)
Engage senior GenAI engineers for LLM optimization, RAG enhancements, model tuning, or infrastructure improvements.
- ✔️Best for targeted AI improvements
- ✔️Transparent engineering time tracking
From $4000/month
Monthly Rate (USD)
Secure a dedicated Generative AI squad delivering 160+ engineering hours per month to build, operationalize, and scale AI systems on Databricks.
- ✔️Full LLMOps on Databricks & governance support
- ✔️Scalable AI infrastructure development
Ready to Supercharge Your Data Strategy?
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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
CEO, Moonglow Australia
“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
Director of Engineering, Mighty Jaxx
“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
Owner, Raintree Nursery
“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
AVP- eCommerce & Social Media, Iconic
“They were very humble and nice to work with, always responsive and willing to go the extra mile to ensure our needs were met efficiently and professionally.”
Soumik Ganguly
Founder, Liberecas
“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
Former CEO of Trestique Beauty
“Lucent Innovation dramatically improved our website speed—the integration of crucial features enhanced user engagement and our e-commerce capabilities.”
Akshay Khatri
Manager Marketing (D2C Head) - Noise
“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
Former Consultant & Technology Head - Nicobar Design Pvt. Ltd.
“Lucent Innovation's excellent e-commerce development and SEO skills led to improvements in TMC's website speed, conversion rates, and Google Ranking.”
Radhika Nangia
Assistant Manager (D2C) - The Man Company
Frequently Asked Questions
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