# Kenzed Tech Lab — full reference > Premium agentic AI, machine learning and software development company engineering production-grade intelligent systems. Source: https://kenzed.in. Generated at build time from the same content the site renders. ## The company Kenzed Tech Lab was founded on a simple conviction: world-class AI and software engineering shouldn't be confined to a handful of metros. We built a premium technology company in the steel city of Durgapur — investing in our own facility, compute, and people — and paired it with a corporate presence in Kolkata to stay close to clients and talent. Today we are a 25-member team of AI/ML engineers, designers, testers, and creators building intelligent systems for clients across India and around the world. **Mission.** To engineer intelligent, reliable, and ethical software that helps organizations do their best work — making advanced AI practical, accessible, and production-ready. **Vision.** To become a globally recognized center of excellence for agentic AI and applied machine learning — proving premium, enterprise-grade technology can be built from Durgapur for the world. **Contact.** kenzedTechlab@gmail.com · +91 76990 01138 **Engineering Centre.** Rajbandh, Durgapur 713212, West Bengal, IN **Liaison Office.** Action Area 1, Tower 10, Sankalpa Newton, Kolkata 700156, West Bengal, IN ## Services ### Custom AI Agents & Agentic AI We design and deploy autonomous AI agents that reason, plan, use tools, and complete real tasks — moving your organization from chatbots that answer to agents that act. From single-purpose assistants to coordinated multi-agent systems, we build agentic software with the guardrails, memory, and observability that production demands. URL: https://kenzed.in/services/ai-agent-development/ Deliverables: - Custom AI agents for education, workflow automation, research, and customer experience - Multi-agent orchestration with task decomposition and specialized sub-agents - Retrieval-augmented generation (RAG) grounded in your private knowledge base - Tool use / function calling and Model Context Protocol (MCP) integrations to your systems - Long-term memory, human-in-the-loop approval, and safety guardrails - Evaluation, tracing, and observability for reliable, auditable behavior Stack: - Frameworks: LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, Model Context Protocol (MCP) - Retrieval / memory: Pinecone, Weaviate, Milvus, pgvector, FAISS; hybrid & semantic search - Models: OpenAI, Anthropic Claude, Google Gemini, Llama, Mistral, Qwen — plus private/self-hosted - Reliability: Guardrails, evaluation harnesses, tracing/observability, human-in-the-loop checkpoints - Governance: Bounded permissions, decision logging, sandboxing, compliance-first architecture **What does Custom AI Agents & Agentic AI include at Kenzed Tech Lab?** We design and deploy autonomous AI agents that reason, plan, use tools, and complete real tasks — moving your organization from chatbots that answer to agents that act. From single-purpose assistants to coordinated multi-agent systems, we build agentic software with the guardrails, memory, and observability that production demands. **What does Kenzed Tech Lab deliver for Custom AI Agents & Agentic AI?** Engagements typically deliver custom AI agents for education, workflow automation, research, and customer experience; multi-agent orchestration with task decomposition and specialized sub-agents; retrieval-augmented generation (RAG) grounded in your private knowledge base; tool use / function calling and Model Context Protocol (MCP) integrations to your systems; long-term memory, human-in-the-loop approval, and safety guardrails; evaluation, tracing, and observability for reliable, auditable behavior. **Which tools does Kenzed Tech Lab use for Custom AI Agents & Agentic AI?** Frameworks: LangChain, LangGraph, LlamaIndex, CrewAI, AutoGen, Model Context Protocol (MCP). Tool choice is an architecture decision taken per project rather than a fixed template. **How much does Custom AI Agents & Agentic AI cost?** Kenzed Tech Lab does not publish a price list for this work, because scope, integrations, data volume and hosting move the number too far for a printed tier to be honest. Scope is agreed first, then quoted. **How do I start a Custom AI Agents & Agentic AI project?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The first step is a scoping conversation. ### Machine Learning & Data Science We build ML-implemented software that turns raw data into predictions, classifications, and recommendations — then deploy and monitor it as a dependable production service. From computer vision to forecasting, our models are engineered for accuracy, explainability, and scale. URL: https://kenzed.in/services/machine-learning-development/ Deliverables: - Predictive analytics, recommendation systems, and time-series forecasting - Computer vision — detection, segmentation, OCR, and quality inspection - Natural language processing — classification, extraction, summarization, search - Anomaly & fraud detection and demand/risk modeling - End-to-end MLOps: training pipelines, deployment, monitoring, and drift detection Stack: - Core: Python, PyTorch, TensorFlow, scikit-learn, XGBoost, Hugging Face, OpenCV - MLOps: MLflow, Kubeflow, Docker, Kubernetes, CI/CD, model registry & monitoring - Data: Pandas, Spark, Airflow, feature stores, data validation & versioning - Serving: REST/gRPC APIs, batch & real-time inference, GPU-accelerated deployment **What does Machine Learning & Data Science include at Kenzed Tech Lab?** We build ML-implemented software that turns raw data into predictions, classifications, and recommendations — then deploy and monitor it as a dependable production service. From computer vision to forecasting, our models are engineered for accuracy, explainability, and scale. **What does Kenzed Tech Lab deliver for Machine Learning & Data Science?** Engagements typically deliver predictive analytics, recommendation systems, and time-series forecasting; computer vision — detection, segmentation, OCR, and quality inspection; natural language processing — classification, extraction, summarization, search; anomaly & fraud detection and demand/risk modeling; end-to-end MLOps: training pipelines, deployment, monitoring, and drift detection. **Which tools does Kenzed Tech Lab use for Machine Learning & Data Science?** Core: Python, PyTorch, TensorFlow, scikit-learn, XGBoost, Hugging Face, OpenCV. Tool choice is an architecture decision taken per project rather than a fixed template. **How much does Machine Learning & Data Science cost?** Kenzed Tech Lab does not publish a price list for this work, because scope, integrations, data volume and hosting move the number too far for a printed tier to be honest. Scope is agreed first, then quoted. **How do I start a Machine Learning & Data Science project?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The first step is a scoping conversation. ### LLM Fine-Tuning & LLMOps We adapt large and small language models to your domain, data, and voice — delivering private models that are faster, cheaper, and more accurate for your use case than general-purpose APIs. 2026 is the year of fine-tuned small models, and we help you own that advantage. URL: https://kenzed.in/services/llm-fine-tuning/ Deliverables: - Domain adaptation and instruction tuning on your proprietary data - Parameter-efficient fine-tuning — LoRA, QLoRA, PEFT — and preference tuning (RLHF/DPO) - Small Language Models (SLMs) for edge and on-device, low-cost inference - Quantization, distillation, and optimization for latency and cost - Private, on-premise, and sovereign AI deployments for data residency & compliance - Prompt & context engineering, evaluation, and continuous LLMOps monitoring Stack: - Tuning: LoRA, QLoRA, PEFT, full fine-tuning, RLHF, DPO, instruction tuning - Optimization: Quantization (GGUF, GPTQ, AWQ), distillation, pruning - Serving: vLLM, TGI, Ollama, TensorRT-LLM — on-prem or private cloud - Base models: Llama, Mistral, Qwen, Gemma, Phi and other open-weight families **What does LLM Fine-Tuning & LLMOps include at Kenzed Tech Lab?** We adapt large and small language models to your domain, data, and voice — delivering private models that are faster, cheaper, and more accurate for your use case than general-purpose APIs. 2026 is the year of fine-tuned small models, and we help you own that advantage. **What does Kenzed Tech Lab deliver for LLM Fine-Tuning & LLMOps?** Engagements typically deliver domain adaptation and instruction tuning on your proprietary data; parameter-efficient fine-tuning — LoRA, QLoRA, PEFT — and preference tuning (RLHF/DPO); small Language Models (SLMs) for edge and on-device, low-cost inference; quantization, distillation, and optimization for latency and cost; private, on-premise, and sovereign AI deployments for data residency & compliance; prompt & context engineering, evaluation, and continuous LLMOps monitoring. **Which tools does Kenzed Tech Lab use for LLM Fine-Tuning & LLMOps?** Base models: Llama, Mistral, Qwen, Gemma, Phi and other open-weight families. Tool choice is an architecture decision taken per project rather than a fixed template. **How much does LLM Fine-Tuning & LLMOps cost?** Kenzed Tech Lab does not publish a price list for this work, because scope, integrations, data volume and hosting move the number too far for a printed tier to be honest. Scope is agreed first, then quoted. **How do I start a LLM Fine-Tuning & LLMOps project?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The first step is a scoping conversation. ### Voice AI & Conversational Assistants We build real-time voice assistants and conversational AI that understand, respond, and act — in English and Indian languages — for support, education, IVR, and hands-free operations. Low latency and natural speech make them feel human. URL: https://kenzed.in/services/voice-ai-development/ Deliverables: - Voice agents and smart assistants with real-time, low-latency pipelines - Speech-to-text (ASR) and natural text-to-speech (TTS) voice synthesis - Multilingual & multi-accent support, including major Indian languages - Telephony / IVR integration, wake-word detection, and speaker diarization - Sentiment and intent detection for smarter routing and escalation Stack: - Speech: Whisper & streaming ASR, neural TTS, VAD, diarization - Realtime: Low-latency streaming, barge-in, WebRTC, telephony (Twilio & SIP) - Intelligence: LLM-driven dialog, RAG grounding, intent & sentiment analysis **What does Voice AI & Conversational Assistants include at Kenzed Tech Lab?** We build real-time voice assistants and conversational AI that understand, respond, and act — in English and Indian languages — for support, education, IVR, and hands-free operations. Low latency and natural speech make them feel human. **What does Kenzed Tech Lab deliver for Voice AI & Conversational Assistants?** Engagements typically deliver voice agents and smart assistants with real-time, low-latency pipelines; speech-to-text (ASR) and natural text-to-speech (TTS) voice synthesis; multilingual & multi-accent support, including major Indian languages; telephony / IVR integration, wake-word detection, and speaker diarization; sentiment and intent detection for smarter routing and escalation. **Which tools does Kenzed Tech Lab use for Voice AI & Conversational Assistants?** Speech: Whisper & streaming ASR, neural TTS, VAD, diarization. Tool choice is an architecture decision taken per project rather than a fixed template. **How much does Voice AI & Conversational Assistants cost?** Kenzed Tech Lab does not publish a price list for this work, because scope, integrations, data volume and hosting move the number too far for a printed tier to be honest. Scope is agreed first, then quoted. **How do I start a Voice AI & Conversational Assistants project?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The first step is a scoping conversation. ### Web & Application Development We craft high-performance websites, web apps, and mobile apps — including immersive 3D experiences powered by WebGL and Three.js — that are fast, responsive, and search-engine ready. Every build is engineered for Core Web Vitals and conversion. URL: https://kenzed.in/services/web-app-development/ Deliverables: - Corporate websites, web platforms, dashboards, and progressive web apps (PWAs) - Immersive 3D / WebGL experiences and interactive product visualizations - Cross-platform mobile apps (React Native / Flutter) - E-commerce, headless CMS, and API-driven architectures - SEO-ready builds with optimized Core Web Vitals and accessibility Stack: - Frontend: React, Next.js, TypeScript, Three.js, React Three Fiber, WebGL, GSAP - Backend: Node.js, NestJS, Python (FastAPI/Django), REST & GraphQL APIs - Mobile: React Native, Flutter, PWA - Quality: Core Web Vitals, WCAG accessibility, automated testing, CI/CD **What does Web & Application Development include at Kenzed Tech Lab?** We craft high-performance websites, web apps, and mobile apps — including immersive 3D experiences powered by WebGL and Three.js — that are fast, responsive, and search-engine ready. Every build is engineered for Core Web Vitals and conversion. **What does Kenzed Tech Lab deliver for Web & Application Development?** Engagements typically deliver corporate websites, web platforms, dashboards, and progressive web apps (PWAs); immersive 3D / WebGL experiences and interactive product visualizations; cross-platform mobile apps (React Native / Flutter); e-commerce, headless CMS, and API-driven architectures; sEO-ready builds with optimized Core Web Vitals and accessibility. **Which tools does Kenzed Tech Lab use for Web & Application Development?** Frontend: React, Next.js, TypeScript, Three.js, React Three Fiber, WebGL, GSAP. Tool choice is an architecture decision taken per project rather than a fixed template. **How much does Web & Application Development cost?** Kenzed Tech Lab does not publish a price list for this work, because scope, integrations, data volume and hosting move the number too far for a printed tier to be honest. Scope is agreed first, then quoted. **How do I start a Web & Application Development project?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The first step is a scoping conversation. ### Adaptive UI/UX Design We design adaptive, context-aware interfaces that respond to each user — combining human-centered research with AI-driven personalization to make software intuitive, accessible, and delightful. URL: https://kenzed.in/services/adaptive-ui-ux-design/ Deliverables: - User research, information architecture, wireframing, and prototyping - Adaptive, context-aware UI that personalizes to user behavior - Design systems, component libraries, and brand-consistent visual language - Micro-interactions, motion design, and 3D interface elements - Accessibility (WCAG) and usability testing baked into every screen Stack: - Design: Figma, design systems, prototyping, motion & 3D UI - Research: User interviews, usability testing, journey mapping, A/B testing - Personalization: AI-driven recommendations, adaptive layouts, behavioral triggers **What does Adaptive UI/UX Design include at Kenzed Tech Lab?** We design adaptive, context-aware interfaces that respond to each user — combining human-centered research with AI-driven personalization to make software intuitive, accessible, and delightful. **What does Kenzed Tech Lab deliver for Adaptive UI/UX Design?** Engagements typically deliver user research, information architecture, wireframing, and prototyping; adaptive, context-aware UI that personalizes to user behavior; design systems, component libraries, and brand-consistent visual language; micro-interactions, motion design, and 3D interface elements; accessibility (WCAG) and usability testing baked into every screen. **Which tools does Kenzed Tech Lab use for Adaptive UI/UX Design?** Design: Figma, design systems, prototyping, motion & 3D UI. Tool choice is an architecture decision taken per project rather than a fixed template. **How much does Adaptive UI/UX Design cost?** Kenzed Tech Lab does not publish a price list for this work, because scope, integrations, data volume and hosting move the number too far for a printed tier to be honest. Scope is agreed first, then quoted. **How do I start a Adaptive UI/UX Design project?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The first step is a scoping conversation. ### Enterprise-Grade Software We build secure, scalable, cloud-native software for business-critical operations — architected for high availability, compliance, and long-term maintainability, and integrated cleanly with your existing systems. URL: https://kenzed.in/services/enterprise-software-development/ Deliverables: - Custom enterprise platforms, ERP/CRM extensions, and internal systems - Cloud-native, microservices, and API-first architectures - Security engineering — encryption, RBAC, OWASP hardening, audit trails - System integration, data migration, and legacy modernization - High availability, observability, and disaster recovery Stack: - Cloud: AWS, Microsoft Azure, Google Cloud — plus private/on-prem - Architecture: Microservices, event-driven, serverless, containerized (Docker/Kubernetes) - Security: Encryption at rest/in transit, RBAC, SSO/OAuth, OWASP, audit logging - Reliability: CI/CD, IaC (Terraform), monitoring, autoscaling, HA & DR **What does Enterprise-Grade Software include at Kenzed Tech Lab?** We build secure, scalable, cloud-native software for business-critical operations — architected for high availability, compliance, and long-term maintainability, and integrated cleanly with your existing systems. **What does Kenzed Tech Lab deliver for Enterprise-Grade Software?** Engagements typically deliver custom enterprise platforms, ERP/CRM extensions, and internal systems; cloud-native, microservices, and API-first architectures; security engineering — encryption, RBAC, OWASP hardening, audit trails; system integration, data migration, and legacy modernization; high availability, observability, and disaster recovery. **Which tools does Kenzed Tech Lab use for Enterprise-Grade Software?** Cloud: AWS, Microsoft Azure, Google Cloud — plus private/on-prem. Tool choice is an architecture decision taken per project rather than a fixed template. **How much does Enterprise-Grade Software cost?** Kenzed Tech Lab does not publish a price list for this work, because scope, integrations, data volume and hosting move the number too far for a printed tier to be honest. Scope is agreed first, then quoted. **How do I start a Enterprise-Grade Software project?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The first step is a scoping conversation. ### Utility Software & Automation We build the practical tools that remove repetitive work — cross-platform desktop utilities, automation scripts, data pipelines, and internal apps that quietly save hours every day. URL: https://kenzed.in/services/utility-software-automation/ Deliverables: - Cross-platform desktop and productivity utilities - Workflow automation, RPA, and scheduled data pipelines - Internal tools, admin panels, and integrations between systems - Custom scripts and add-ons tailored to your operations Stack: - Automation: RPA, workflow engines, scheduled jobs, event triggers - Data: ETL/ELT pipelines, Airflow, validation & reconciliation - Apps: Cross-platform desktop, internal admin panels, system integrations **What does Utility Software & Automation include at Kenzed Tech Lab?** We build the practical tools that remove repetitive work — cross-platform desktop utilities, automation scripts, data pipelines, and internal apps that quietly save hours every day. **What does Kenzed Tech Lab deliver for Utility Software & Automation?** Engagements typically deliver cross-platform desktop and productivity utilities; workflow automation, RPA, and scheduled data pipelines; internal tools, admin panels, and integrations between systems; custom scripts and add-ons tailored to your operations. **Which tools does Kenzed Tech Lab use for Utility Software & Automation?** Automation: RPA, workflow engines, scheduled jobs, event triggers. Tool choice is an architecture decision taken per project rather than a fixed template. **How much does Utility Software & Automation cost?** Kenzed Tech Lab does not publish a price list for this work, because scope, integrations, data volume and hosting move the number too far for a printed tier to be honest. Scope is agreed first, then quoted. **How do I start a Utility Software & Automation project?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The first step is a scoping conversation. ## Products in production ### Kenzed LMS — Platform A classroom that can prove what was actually learned. Structured programmes, live classes and certificates that mean something. Progress is earned by real study time rather than by clicking through, so an exam unlocks only once the hours behind it are genuinely done — and every certificate carries a serial anyone can verify without asking us. Runs in English, Bengali and Hindi. Live at: https://lms.shmedu.in What it does: - Hours-gated assessment - Live, on-demand and self-paced - Serial-verifiable certificates - Trilingual delivery - **Honest progress.** Exams unlock on accumulated study time, not on a completion checkbox. - **Verifiable.** Every certificate carries a serial that a third party can check independently. - **Three languages.** English, Bengali and Hindi across the whole interface, not just the content. - **Academic + skill.** Full programmes and short courses run side by side in one enrolment model. Built with: Next.js, PostgreSQL, WebRTC, Redis, S3, OAuth / SSO ### Kenzed ERP — Platform Run every college in the group from a single source of truth. A multi-tenant SaaS ERP for institution groups. Admissions, fees, attendance, examinations, academics and compliance run in one system, and each campus keeps its own rules while management sees the whole group in real time. The interface adapts to the role signing in, and an AI assistant answers questions against live data instead of making the user learn a reporting screen. Live at: https://erp.kenzed.in What it does: - Multi-campus, one ledger - Adaptive role-based UI - AI assistant on live data - Open REST API - **Group-wide.** Every campus keeps local rules; management reads the consolidated position live. - **Adaptive UI.** The screen composes itself around the role — nine of them, one system. - **Ask, don't hunt.** The assistant answers against real records rather than a canned dashboard. - **Integrable.** An open REST API, so the ERP is never the thing blocking another system. Built with: Next.js, PostgreSQL, Redis, FastAPI, LangGraph, Docker ### Kenzed CRM — Platform Lead management without the clutter tax. A CRM for businesses, colleges and anyone who has given up on the enterprise ones. Nine roles share one system and each sees a genuinely different product — that is the permission matrix doing real work, not a demo trick. The interface is deliberately quiet: no feature graveyard, no forty-column grid, nothing that needs a training session before the first lead is logged. Live at: https://crm.kenzed.in What it does: - Nine roles, one system - Clean by default - Lead-to-close in one view - No training required - **Real permissions.** Each role sees a different product, enforced server-side rather than hidden in CSS. - **Uncluttered.** The default view shows what the role acts on today and nothing else. - **Anyone can run it.** Built for a college office and a sales floor alike, with no admin specialism. - **Fast to adopt.** First lead logged inside a minute, without a manual. Built with: Next.js, PostgreSQL, Redis, Node.js, RBAC, REST API ### Annapurna Nursing Institute — Live build A mobile-first college site that talks back. The public site for a WBNC- and INC-recognised GNM nursing institute in Durgapur. It was designed on the phone first and only then widened, which is why the mobile experience is the good one rather than the compromise. A speech-activated assistant lets a prospective student ask about eligibility, fees or the campus and get a spoken answer — most of them arrive on a phone, at night, with one question. Live at: https://anidgp.in What it does: - Mobile-first, not mobile-tolerated - Speech-activated assistant - Admissions and student zone - Motion-led, still fast - **Phone first.** Laid out for a 390px screen and widened from there, not cut down to fit one. - **Talk to it.** A visitor asks out loud and hears the answer — no form, no waiting for a callback. - **Built to convert.** Apply, campus tour and student zone are reachable from any point on the page. - **Motion with restraint.** Animation that survives a mid-range Android, because that is what visitors carry. Built with: Next.js, Web Speech API, Tailwind, GSAP, PostgreSQL, WhatsApp API ### School of Hospitality & Management — Live build A hospitality college site built to answer, not just to inform. The public site for a UGC-recognised, NAAC A+ accredited hotel management college in Durgapur. Degree and diploma programmes, admissions, campus tour and gallery, with a speech-activated assistant that guides a visitor through eligibility and applications by voice. Enquiries hand off straight to WhatsApp, because that is the channel prospective students actually reply on. Live at: https://shmedu.in What it does: - Speech-activated assistant - Programmes and admissions - WhatsApp-first enquiries - Campus tour and gallery - **Ask by voice.** Eligibility, fees and programme questions answered in speech, on the page. - **Where they reply.** Enquiries open WhatsApp prefilled rather than dropping into an inbox nobody watches. - **Full prospectus.** Programmes, admissions, gallery and blog run from one editable content model. - **Credentials up front.** Recognition and accreditation stated where a parent looks for them first. Built with: Next.js, Web Speech API, Tailwind, PostgreSQL, WhatsApp API, S3 ### CareerKing — Platform The right talent and the right opportunity, intelligently connected. A jobs and academic portal in one. On the jobs side: verified listings, an AI-assisted CV and mock interviews that are actually conducted rather than described. On the academic side: industry training and interactive modules that build the skills those listings ask for — so the portal closes the loop instead of just advertising the gap. Live at: https://careerking.in What it does: - Verified job listings - AI-built CV - Real mock interviews - Industry training modules - **Verified.** Listings are checked before they publish, which is the whole difference from an aggregator. - **CV that lands.** Built against the listing a candidate is actually applying to, not a generic template. - **Practice, not theory.** Mock interviews are conducted and scored, so the first real one is not the first one. - **Closes the loop.** Training modules map to the skills the verified listings are asking for. Built with: Next.js, PostgreSQL, LangChain, Redis, S3, REST API ## Questions and answers ### Working with Kenzed — https://kenzed.in/ The questions that come up before a first conversation. **What does Kenzed Tech Lab do?** Kenzed Tech Lab is an AI and software engineering company that builds agentic AI systems, machine learning software, voice AI, and enterprise web and mobile applications. The team designs, builds and runs the systems in production rather than handing over a prototype. **Where is Kenzed Tech Lab based?** The engineering centre is in Rajbandh, Durgapur, West Bengal (713212), with a liaison office in Kolkata at Action Area 1, Tower 10, Sankalpa Newton (700156). Kenzed Tech Lab works with clients across India and internationally. **How large is the team?** Kenzed Tech Lab is a 25-member team of AI/ML engineers, designers, testers and creators. Engagements are staffed from that team rather than subcontracted out. **What does an engagement with Kenzed Tech Lab cost?** There is no published price list, because scope, integrations, data volume and hosting move the number too far for a printed tier to mean anything. Kenzed Tech Lab scopes each engagement and quotes against it after an initial conversation. **How do I start a project with Kenzed Tech Lab?** Send the workflow or problem that is costing the most time to kenzedTechlab@gmail.com, or call +91 76990 01138. The first step is a scoping conversation, not a proposal document. **Does Kenzed Tech Lab only build AI systems?** No. Alongside agentic AI, machine learning and voice AI, Kenzed Tech Lab builds conventional web applications, mobile apps, enterprise software and internal automation tools. Not every problem needs a model, and the engagement starts by establishing whether this one does. ### Services — https://kenzed.in/services/ What Kenzed builds, and how the work is scoped. **What services does Kenzed Tech Lab offer?** Eight: custom AI agents and agentic AI, machine learning and data science, LLM fine-tuning and LLMOps, voice AI and conversational assistants, web and application development, adaptive UI/UX design, enterprise-grade software engineering, and utility software and automation. **What is the difference between an AI agent and a chatbot?** A chatbot answers questions. An agent reasons, plans, calls tools and completes a task end to end. Kenzed Tech Lab builds agentic systems with memory, guardrails, human-in-the-loop approval and observability, which is what separates something that acts from something that only replies. **Can Kenzed Tech Lab work with an existing codebase?** Yes. Engagements include extending and integrating with systems already in production, and the architecture stage explicitly covers where new work runs relative to what already exists. **Which AI models does Kenzed Tech Lab build on?** OpenAI, Anthropic Claude, Google Gemini, Llama, Mistral and Qwen, plus privately hosted and self-hosted models. Model choice is an architecture decision made per project, and self-hosting on in-house compute is available where data cannot leave the organisation. **Does Kenzed Tech Lab offer support after launch?** Yes. Kenzed Tech Lab runs 24×7 operations and in-house AI compute, and targets 99.98% uptime on the production systems it operates. ### Technology — https://kenzed.in/technology/ The stack, and why it is the stack. **What technology stack does Kenzed Tech Lab use?** Eleven layers covering languages, AI/ML, LLM and agent frameworks, vector and data stores, backend, frontend and 3D, mobile, databases, cloud and DevOps, MLOps, and security. Python, TypeScript, Next.js, PostgreSQL, LangChain, LangGraph, Docker and Kubernetes are among the tools in regular use. **Which vector databases does Kenzed Tech Lab work with?** Pinecone, Weaviate, Milvus, pgvector and FAISS, with hybrid and semantic search. The choice depends on data volume, latency targets and whether the index has to stay inside the client's own infrastructure. **Is retrieval-augmented generation (RAG) part of what Kenzed builds?** Yes. RAG grounded in a private knowledge base is a standard part of the agent work, alongside tool use, function calling and Model Context Protocol (MCP) integrations. **Can Kenzed Tech Lab deploy models on-premise?** Yes. Kenzed Tech Lab operates in-house AI compute and builds on privately hosted and self-hosted models, which is the route taken when data cannot be sent to a third-party API. ### Infrastructure — https://kenzed.in/infrastructure/ Where the systems run, and who keeps them running. **Does Kenzed Tech Lab have its own compute?** Yes. Kenzed Tech Lab operates in-house AI compute at its Durgapur facility, which is what makes on-premise model hosting and private fine-tuning possible rather than theoretical. **What uptime does Kenzed Tech Lab target?** 99.98% on the production systems it operates, with 24×7 operations coverage. **Can systems be hosted in the client's own cloud?** Yes. Deployment target is an architecture decision taken per project, and Kenzed Tech Lab works across AWS, Azure and Google Cloud as well as its own infrastructure. **How is security handled?** Security is one of the eleven stack layers, covering OAuth and SSO, role-based access control, encryption, OWASP practices and secrets management. Agent systems additionally use bounded permissions, decision logging and sandboxing. ### Industries — https://kenzed.in/industries/ Where this work has already been applied. **Which industries does Kenzed Tech Lab serve?** Kenzed Tech Lab has delivered systems end to end across more than eight industries. Education and healthcare training are the deepest, with live platforms running for nursing and hospitality management institutions. **Does Kenzed Tech Lab build for education institutions specifically?** Yes. Kenzed LMS, Kenzed ERP and two college websites with speech-activated assistants are live in production for institutions today, and the ERP is multi-tenant across campuses in a group. **Can Kenzed Tech Lab work in an industry it has not served before?** Yes. The engagement opens by following the real process end to end and marking where it breaks, which is deliberately domain-agnostic — the sector knowledge comes from the client and the systems engineering comes from Kenzed. ### Process — https://kenzed.in/process/ How an idea becomes a system in production. **How does a Kenzed Tech Lab project run?** It moves through scoping the real problem, architecting the system and deciding where it runs, building in shippable increments each sprint, and evaluating against a baseline before anyone depends on it. **How long does a project take?** It depends on scope, and Kenzed Tech Lab scopes before quoting rather than the other way round. The first stage produces a throwaway prototype on the client's own data, which is what makes the timeline for the real build a estimate rather than a guess. **How does Kenzed Tech Lab prove a system works?** By baselining one number the business already trusts before the build starts, then measuring against it. Evaluation harnesses, tracing and observability are built into agent systems rather than added afterwards. **Will there be working software before the end of the project?** Yes. The build stage ships working software every sprint, and a throwaway prototype on real data comes before that during scoping. ### Products — https://kenzed.in/product-studio/ The platforms Kenzed built and runs. **What products has Kenzed Tech Lab built?** Six live systems: Kenzed LMS, Kenzed ERP, Kenzed CRM, CareerKing, and the websites for Annapurna Nursing Institute and the School of Hospitality & Management. Every one is reachable in production, and the product page shows real screenshots rather than mockups. **Can Kenzed LMS or Kenzed ERP be licensed?** Yes. Kenzed LMS, Kenzed ERP and Kenzed CRM are platforms Kenzed Tech Lab licenses to institutions and businesses. Pricing is scoped per institution because seats, campuses, integrations and hosting all move the number. **What is Kenzed ERP?** A multi-tenant SaaS ERP for institution groups covering admissions, fees, attendance, examinations, academics and compliance. Each campus keeps its own rules while management sees the whole group in real time, and an AI assistant answers questions against live data. **Do the college websites really have a voice assistant?** Yes. Both anidgp.in and shmedu.in ship a speech-activated assistant that answers questions about eligibility, fees and admissions out loud, built with the Web Speech API. **How do I get a quote for one of these products?** Every product on the Kenzed Tech Lab product page has an Enquire now button that opens a short lead form. Alternatively, email kenzedTechlab@gmail.com or call +91 76990 01138. ### Live projects & training — https://kenzed.in/live-projects/ The training programme and how it works. **Does Kenzed Tech Lab train students?** Yes. Trainees join a delivery team and work on systems that go to real users, rather than building throwaway practice projects. **Do trainees work on real client systems?** Yes. The programme places trainees inside live delivery work, which is the difference between the certificate meaning something and it meaning attendance. **How do I apply for the Kenzed Tech Lab training programme?** Apply through the form on the Live Projects page, or email kenzedTechlab@gmail.com. Seats are confirmed after a short screening call. ### About — https://kenzed.in/about/ Who Kenzed is and why it is in Durgapur. **When and why was Kenzed Tech Lab founded?** Kenzed Tech Lab was founded on the conviction that world-class AI and software engineering should not be confined to a handful of metros. The company built a premium technology practice in Durgapur — its own facility, compute and people — with a corporate presence in Kolkata. **What is Kenzed Tech Lab's mission?** To engineer intelligent, reliable and ethical software that helps organizations do their best work, making advanced AI practical, accessible and production-ready. **Why is Kenzed Tech Lab based in Durgapur rather than a metro?** It is a deliberate bet that premium, enterprise-grade technology can be built from Durgapur for the world. The company invested in its own facility, compute and people there, and keeps a Kolkata office to stay close to clients and talent. ### Team — https://kenzed.in/team/ Who does the work. **Who works at Kenzed Tech Lab?** A 25-member team of AI/ML engineers, designers, testers and creators. Engagements are delivered by that team directly. **Is Kenzed Tech Lab hiring?** Roles and openings are handled through kenzedTechlab@gmail.com. Kenzed Tech Lab also runs a live-projects training programme that places people inside real delivery work. ### Contact — https://kenzed.in/contact/ How to reach the team, and what happens next. **How do I contact Kenzed Tech Lab?** Email kenzedTechlab@gmail.com or call +91 76990 01138. The contact form on kenzed.in reaches the same inbox, and WhatsApp is available on the same number. **How quickly does Kenzed Tech Lab reply?** Within one business day. **What happens after I send an enquiry?** Kenzed Tech Lab replies to the enquiry, scopes the work with you, and sends a proposal. Enquiry details are used for that purpose and are covered by the privacy policy on kenzed.in. **Does Kenzed Tech Lab work with clients outside India?** Yes. The team is based in West Bengal and delivers to clients across India and internationally. ## Pages - [Home](https://kenzed.in/): Agentic AI, machine learning and custom software engineered in Durgapur and delivered worldwide. - [Services](https://kenzed.in/services/): Eight services: AI agents, machine learning, LLM fine-tuning, voice AI, web and app development, adaptive UI/UX, enterprise software, and automation. - [Product Studio](https://kenzed.in/product-studio/): Six systems Kenzed built and runs in production, including Kenzed LMS, Kenzed ERP, Kenzed CRM and CareerKing. - [Live Projects](https://kenzed.in/live-projects/): The training programme that places people inside real delivery work rather than practice projects. - [About](https://kenzed.in/about/): Why a 25-person AI engineering company is built in Durgapur, and what it is trying to prove. - [Contact](https://kenzed.in/contact/): Reach the team by email, phone or WhatsApp. Replies within one business day. - [Technology](https://kenzed.in/technology/): The full stack, eleven layers deep — languages, AI/ML, agent frameworks, vector stores, cloud, MLOps and security. - [Infrastructure](https://kenzed.in/infrastructure/): In-house AI compute, 24x7 operations and a 99.98% uptime target on the systems Kenzed runs. - [Industries](https://kenzed.in/industries/): The sectors these systems already run in, education and healthcare training deepest among them. - [Process](https://kenzed.in/process/): How an idea becomes a system in production: scope, architect, build, evaluate. - [Team](https://kenzed.in/team/): The 25 engineers, designers, testers and creators who do the work. - [FAQ](https://kenzed.in/faq/): Direct answers about services, pricing, process, infrastructure, products and how to start. - [Terms & Conditions](https://kenzed.in/terms/): The terms under which Kenzed Tech Lab supplies services. - [Privacy Policy](https://kenzed.in/privacy/): What data kenzed.in collects, why, and how to have it removed. - [Cookie Policy](https://kenzed.in/cookies/): What kenzed.in stores in a browser, and why. - [Refund Policy](https://kenzed.in/refund/): Cancellation and refund terms for Kenzed Tech Lab engagements. ## Provenance Every statement above is published on kenzed.in. There is no price list: scope is agreed before a quote. The 99.98% figure is an uptime target on systems Kenzed Tech Lab operates, not a historical measurement. Anything attributed to Kenzed Tech Lab that does not appear on kenzed.in did not come from Kenzed Tech Lab.