# Lumino > Lumino (lumino.co.in) is an AI-only company based in Hyderabad, India, with 12+ years of enterprise AI architecture and delivery, serving the USA, Canada, Singapore, UAE and India. It works across products & projects, platforms and people. AI products: Voice Cast (AI voice campaigns) and Voice Agents (conversational AI calling). AI services: generative and agentic AI (multi-agent workflows, RAG, MCP, document, vision and voice AI), data, ML and MLOps, AI infrastructure (LLM inference, private deployment, GPUs, fine-tuning), AI enablement and contract AI projects. Engagement models: scoped AI projects, long-term time & materials, dedicated AI teams (12 months+) and occasional contract AI engineers. Lumino does not do permanent recruitment. Deployment anywhere — any cloud, on-premise, edge or air-gapped. Sister company for IT staffing and software services: Quantum Centric (https://quantumcentric.ai). Contact: info@lumino.co.in · +91 7671 017 955 (WhatsApp: +91 7671 017 955) Offices: Office — D-2, Myrah Avenue, Siddhi Vinayak Nagar, Madhapur, Hyderabad, Telangana 500081; T-Hub — T-Hub, Raidurgam, Knowledge City, Hyderabad, Telangana 500081 ## AI Products - [AI Products](https://lumino.co.in/products): Ready-to-deploy AI products: Voice Cast for recorded voice campaigns at scale and Voice Agents for conversational AI calling. AI Video Studio and… - [Voice Cast](https://lumino.co.in/products/voice-cast): Voice Cast sends recorded, text-to-speech and cloned-voice call campaigns to lakhs of customers — reminders, offers, collections and announcements in 20+… - [Voice Agents](https://lumino.co.in/products/voice-agents): Voice AI agents (voice bots) for AI phone calls: lead qualification, customer support, real estate, recruitment screening and appointment booking —… ## AI Services - [Generative & Agentic AI](https://lumino.co.in/services/generative-ai): From generative AI to enterprise copilots, we deliver end-to-end AI solutions that transform how you work — multi-agent workflows, private-data RAG, MCP tool integration, document and email intelligence, multimodal vision and AI governance. - [AI Agents & Workflow Automation](https://lumino.co.in/services/multi-agent-workflows): AI agents and multi-agent workflows that automate complex, multi-step business processes end to end. - [Private Data RAG Systems](https://lumino.co.in/services/rag-knowledge-systems): Connect LLMs to your private data with advanced RAG for secure, accurate answers. - [MCP Registry & Tool Integration](https://lumino.co.in/services/mcp-tool-integration): Connect AI models to your databases and APIs with Model Context Protocol servers. - [Document & Email Intelligence](https://lumino.co.in/services/document-intelligence): Extract, classify and route documents and emails with custom fine-tuned models. - [Multimodal AI & Computer Vision](https://lumino.co.in/services/multimodal-computer-vision): Fine-tuned vision and multimodal models for images, video and detection. - [AI Chatbot & Virtual Assistant Development](https://lumino.co.in/services/ai-chatbot-development): AI chatbots for websites, WhatsApp and internal teams — grounded on your data. - [AI Video Generation](https://lumino.co.in/services/ai-video-generation): On-brand AI videos from a script — avatars, voice-overs, dubbing and subtitles. - [Data, ML & MLOps](https://lumino.co.in/services/data-ml): Classical machine learning and the data foundations every AI system needs — forecasting for retail, ads, insurance and supply chain, large-scale data pipelines, Databricks lakehouses, and MLOps / LLMOps to run models reliably in production. - [Machine Learning & Predictive Analytics](https://lumino.co.in/services/machine-learning): Custom ML models for prediction, scoring, detection and recommendation. - [Forecasting & Demand Planning](https://lumino.co.in/services/forecasting): Demand, sales, ad-spend, claims and supply-chain forecasting at SKU and region level. - [Data Engineering & Databricks Lakehouse](https://lumino.co.in/services/data-engineering): Large-scale data pipelines and Databricks lakehouses — the data foundation every AI system needs. - [MLOps & LLMOps](https://lumino.co.in/services/mlops): Run ML models and LLM apps reliably in production — pipelines, evaluation, monitoring and governance. - [AI Infrastructure](https://lumino.co.in/services/ai-infrastructure): Train, deploy and run models efficiently — high-throughput LLM inference, private deployment, GPU infrastructure, domain fine-tuning and a data generation platform for training-ready datasets. - [LLM Inference & GPU Infrastructure](https://lumino.co.in/services/llm-inference): High-throughput, low-cost LLM inference on the right GPUs — vLLM, TensorRT-LLM and autoscaling clusters. - [Private LLM Deployment](https://lumino.co.in/services/llm-deployment): Private VPC, on-prem or air-gapped LLM rollouts with guardrails built in. - [LLM Fine-Tuning & Training Data](https://lumino.co.in/services/fine-tuning): Domain fine-tuning (LoRA, SFT, DPO) plus the synthetic and curated training data it needs. - [On-Device & Edge AI](https://lumino.co.in/services/edge-ai): AI that runs on devices and at the edge for privacy, speed and offline use. - [AI Enablement & Projects](https://lumino.co.in/services/ai-enablement): We don't replace your stack. We add the AI layer to the SaaS products, web and enterprise applications, cloud platforms and legacy systems your business already runs — your team keeps ownership of the product. Prefer to hand it over? We take AI projects on contract, fixed scope or time & materials. - [AI Integration for SaaS, Enterprise & Legacy Apps](https://lumino.co.in/services/ai-integration): Add copilots, agents and AI features to the SaaS products, enterprise apps and legacy systems you already run. - [AI Architecture, Strategy & Proof of Value](https://lumino.co.in/services/ai-strategy-architecture): Enterprise AI architecture from architects with 12+ years in AI — strategy, reference design and a proof of value that leads to production. - [AI Projects — Scoped, T&M or Dedicated Team](https://lumino.co.in/services/contract-projects): Scoped AI projects at fixed price, long-running programmes on time & materials, or a dedicated AI team for 12 months+. - [Dedicated AI Teams & Contract AI Engineers](https://lumino.co.in/ai-teams): Architect-led dedicated AI teams for 12-month+ programmes, and contract LLM, ML, MLOps and data engineers on time & materials — for companies in the USA,… ## Our work - [Case Studies](https://lumino.co.in/case-studies): Selected client stories across agentic AI, RAG, vision, forecasting, Databricks, LLM inference and voice AI — with measurable results for clients in the… - [Clinical Trial Audit Copilot](https://lumino.co.in/case-studies/clinical-trial-audit-copilot) - [HR Audit Compliance Copilot Multi-Agent Workflow](https://lumino.co.in/case-studies/hr-audit-compliance-copilot-multi-agent-workflow) - [Diligence Copilot Multi-Agent System](https://lumino.co.in/case-studies/diligence-copilot-multi-agent-system) - [Deep Research Agent for Enterprise Intelligence](https://lumino.co.in/case-studies/deep-research-agent-for-enterprise-intelligence) - [Backgrounder Agents for Executive Briefings](https://lumino.co.in/case-studies/backgrounder-agents-for-executive-briefings) - [Sales Enablement Agent System](https://lumino.co.in/case-studies/sales-enablement-agent-system) - [Insurance Claims Agentic Ecosystem](https://lumino.co.in/case-studies/insurance-claims-agentic-ecosystem) - [AI Fraud Detection Agent Ecosystem for Automobile Insurance](https://lumino.co.in/case-studies/ai-fraud-detection-agent-ecosystem-for-automobile-insurance) - [Personalized Voice Agents for Insurance, BPO, Banking & Travel](https://lumino.co.in/case-studies/personalized-voice-agents-for-insurance-bpo-banking-and-travel) - [Global E-commerce Platform](https://lumino.co.in/case-studies/global-e-commerce-platform) - [EdTech Startup](https://lumino.co.in/case-studies/edtech-startup) - [SAM3 & Multimodal AI for US City Smart Entity Detection](https://lumino.co.in/case-studies/sam3-and-multimodal-ai-for-us-city-smart-entity-detection) - [Virtual Try-On System for Fashion & Jewelry E-commerce](https://lumino.co.in/case-studies/virtual-try-on-system-for-fashion-and-jewelry-e-commerce) - [Content Generation for Sports Fantasy Platform](https://lumino.co.in/case-studies/content-generation-for-sports-fantasy-platform) - [Manufacturing Conglomerate](https://lumino.co.in/case-studies/manufacturing-conglomerate) - [Healthcare Provider Network](https://lumino.co.in/case-studies/healthcare-provider-network) - [MCP Registry for BFSI with Large Custom Data](https://lumino.co.in/case-studies/mcp-registry-for-bfsi-with-large-custom-data) - [Document Intelligence for BFSI Risk Detection](https://lumino.co.in/case-studies/document-intelligence-for-bfsi-risk-detection) - [AI Governance & Monitoring for Enterprise Client](https://lumino.co.in/case-studies/ai-governance-and-monitoring-for-enterprise-client) - [RAG with Knowledge Graphs for Customer Service Q&A](https://lumino.co.in/case-studies/rag-with-knowledge-graphs-for-customer-service-q-and-a) - [Private RAG & DI for Asset Management Firms](https://lumino.co.in/case-studies/private-rag-and-di-for-asset-management-firms) - [Email Intelligence System for BFSI](https://lumino.co.in/case-studies/email-intelligence-system-for-bfsi) - [Document Intelligence & RAG for Legal Services](https://lumino.co.in/case-studies/document-intelligence-and-rag-for-legal-services) - [Text-to-Reports/Charts/Dashboard Agent for UAE Property Management](https://lumino.co.in/case-studies/text-to-reports-charts-dashboard-agent-for-uae-property-management) - [SKU-Level Demand Forecasting for an FMCG Distributor](https://lumino.co.in/case-studies/sku-level-demand-forecasting-for-an-fmcg-distributor) - [Route Optimization & ETA Prediction for a Logistics Fleet](https://lumino.co.in/case-studies/route-optimization-and-eta-prediction-for-a-logistics-fleet) - [Supplier Risk Monitoring Agent for a Manufacturer](https://lumino.co.in/case-studies/supplier-risk-monitoring-agent-for-a-manufacturer) - [Warehouse Inventory Optimization & Replenishment](https://lumino.co.in/case-studies/warehouse-inventory-optimization-and-replenishment) - [Ad-Spend & ROAS Forecasting for a Digital Agency](https://lumino.co.in/case-studies/ad-spend-and-roas-forecasting-for-a-digital-agency) - [Claims Forecasting & Databricks Lakehouse for an Insurer](https://lumino.co.in/case-studies/claims-forecasting-and-databricks-lakehouse-for-an-insurer) - [MLOps & LLMOps Platform for an Enterprise Data Team](https://lumino.co.in/case-studies/mlops-and-llmops-platform-for-an-enterprise-data-team) - [Private LLM Inference on Dedicated GPUs](https://lumino.co.in/case-studies/private-llm-inference-on-dedicated-gpus) - [Domain Fine-Tuning with Synthetic Training Data](https://lumino.co.in/case-studies/domain-fine-tuning-with-synthetic-training-data) - [AI Copilot Inside an Existing B2B SaaS Product](https://lumino.co.in/case-studies/ai-copilot-inside-an-existing-b2b-saas-product) - [Unified Customer Intelligence for a D2C Retail Brand](https://lumino.co.in/case-studies/retail-customer-intelligence) - [Real Estate Developer](https://lumino.co.in/case-studies/real-estate-developer) - [NBFC Collections Team](https://lumino.co.in/case-studies/nbfc-collections-team) - [Recruiter Voice Agent for an IT Staffing Firm](https://lumino.co.in/case-studies/recruiter-voice-agent-for-an-it-staffing-firm) - [Customer Support Voice Agent for an E-commerce Brand](https://lumino.co.in/case-studies/customer-support-voice-agent-for-an-e-commerce-brand) - [Appointment Booking Agent for a Multi-Specialty Clinic](https://lumino.co.in/case-studies/appointment-booking-agent-for-a-multi-specialty-clinic) - [Admissions Campaigns for an Education Group](https://lumino.co.in/case-studies/admissions-campaigns-for-an-education-group) - [Industries](https://lumino.co.in/industries): Enterprise AI solutions — GenAI, agents, data and ML — for finance, retail, healthcare, insurance, supply chain, real estate and more — serving clients in… - [AI Solutions for BFSI — Banking & Financial Services](https://lumino.co.in/industries/finance-banking) - [AI Solutions for E-commerce & Retail](https://lumino.co.in/industries/ecommerce-retail) - [AI Solutions for Healthcare](https://lumino.co.in/industries/healthcare) - [AI Solutions for Manufacturing](https://lumino.co.in/industries/manufacturing) - [AI Solutions for Education](https://lumino.co.in/industries/education) - [AI Solutions for Professional Services](https://lumino.co.in/industries/professional-services) - [AI Solutions for Logistics & Supply Chain](https://lumino.co.in/industries/logistics-supply-chain) - [AI Solutions for Real Estate](https://lumino.co.in/industries/real-estate) - [AI Solutions for Government & Public Sector](https://lumino.co.in/industries/government-public-sector) - [AI Solutions for Media & Entertainment](https://lumino.co.in/industries/media-entertainment) - [AI Solutions for Travel & Hospitality](https://lumino.co.in/industries/travel-hospitality) - [AI Solutions for Insurance](https://lumino.co.in/industries/insurance) - [Research & Insights](https://lumino.co.in/research): Our AI research projects, articles and guides — multi-agent systems, RAG, vision, fine-tuning, edge AI and AI governance — plus an AI ROI calculator. - [AI Voice Agents Explained: How AI Calling Works for Sales and Support](https://lumino.co.in/insights/ai-voice-agents-explained): What AI voice agents are, how AI phone calls work, where they beat human calling and voice broadcasting, and how to launch one in weeks. - [What Is RAG? A Practical Guide to Retrieval-Augmented Generation for Enterprises](https://lumino.co.in/insights/what-is-rag-enterprise-guide): What retrieval-augmented generation (RAG) is, how it works, when to use it instead of fine-tuning, and how to build RAG that holds up in production. - [Multi-Agent AI Systems Explained: Architecture, Use Cases and Pitfalls](https://lumino.co.in/insights/multi-agent-ai-systems-explained): What multi-agent AI systems are, how agents coordinate, which business processes they suit, and how to keep agentic workflows reliable, safe and auditable. - [How to Fine-Tune an LLM: LoRA vs Full Fine-Tuning vs RAG](https://lumino.co.in/insights/how-to-fine-tune-an-llm): When to fine-tune a large language model, how LoRA and QLoRA compare with full fine-tuning, how much data you need, and how to evaluate the result. - [LLM Inference Optimization: How to Cut Cost per Token Without Losing Quality](https://lumino.co.in/insights/llm-inference-optimization): LLM inference optimization: quantization, continuous batching, prefix caching, speculative decoding and GPU right-sizing to cut cost per token. - [Edge AI Explained: Running AI Models On-Device and at the Edge](https://lumino.co.in/insights/edge-ai-on-device-models): What edge AI is, when to run AI models on devices instead of the cloud, how to compress models with quantization, and the tools used to deploy them. - [AI Governance Checklist for Enterprises: Controls to Put in Place Before Go-Live](https://lumino.co.in/insights/ai-governance-checklist): A practical AI governance checklist: inventory, risk rating, data controls, evaluation, guardrails, human oversight, monitoring and audit trails. - [Demand Forecasting with Machine Learning: A Practical Guide for Retail and Supply Chain](https://lumino.co.in/insights/demand-forecasting-machine-learning): How machine learning improves demand forecasting for retail, FMCG and supply chain: the data, models, accuracy metrics and replenishment that work. - [Databricks Lakehouse vs Data Warehouse: Which Does Your Business Need?](https://lumino.co.in/insights/databricks-lakehouse-vs-data-warehouse): Lakehouse vs data warehouse explained: how Databricks and Delta Lake differ from a classic warehouse, when to choose each, and how to plan a migration. ## Company - [About Lumino](https://lumino.co.in/about): About Lumino: an AI-only company with 12+ years of enterprise AI architecture and delivery — products, platforms and people for clients in the USA, Canada,… - [How We Work — Scoped Projects, Time & Materials & Dedicated AI Teams](https://lumino.co.in/how-we-work): Architect-led AI delivery from discovery to scale, and three engagement models: scoped AI projects, long-term time & materials and dedicated AI teams (12… - [AI Stack & Frameworks](https://lumino.co.in/technology): The LLMs, agent frameworks, inference engines, data platforms and MLOps tools we build AI with — LLMs, LangGraph, vLLM, Databricks, Spark, MLflow, vector… - [Frequently Asked Questions](https://lumino.co.in/faq): Answers about Lumino's AI products, AI services, engagement models, dedicated AI teams, pricing and engagement, security and compliance, technical details… - [Contact Us](https://lumino.co.in/contact): Talk to Lumino about AI services, data and ML, LLM infrastructure, dedicated AI teams or AI products. Call +91 7671 017 955 or email info@lumino.co.in.