Sovereign RAG (Retrieval-Augmented Generation)
Your knowledge. Your infrastructure. Your control. One intelligent Assistant.
Turn your company’s documents and internal data into an intelligent knowledge assistant that delivers fast, relevant answers grounded in your own information. With a self-hosted, privacy-focused architecture, your business retains control over its knowledge while enabling employees to find the information they need — without searching through endless files or relying on external AI services for every answer.
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Knowledgebase
LLM
the AI brain
AI Agents
Custom agents
Multi agents
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Data Sovereignty & Security
Keep sensitive company information within your controlled environment with a self-hosted AI solution designed with data privacy and GDPR requirements in mind.
Instant Access to Knowledge
Find relevant answers across your company’s documents and connected data sources in seconds, with responses grounded in your internal knowledge.
Lower AI Operating Costs
Reduce repetitive manual work and avoid per-token API fees with locally hosted LLMs.
More Productive Teams
Accelerate employee onboarding, simplify everyday problem-solving, and help your team make informed decisions with less time spent searching for information.
Conversational Search
No more guessing keywords, no more endless filters and sorting, just ask.
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Try asking Twinklecube
Natural Language Understanding
Find what is needed by describing it in natural language. AI understands intent, context, and everyday language — no need to guess keywords or navigate endless filters.
Smarter, More Relevant Results
Get tailored results. AI connects the intent and context of the query with relevant products, services, or information, making the search results pin pointed.
AI Agents & Intelligent Automation
Build custom AI agents that handle tasks, connect tools, and work together to automate complex business processes.
Intelligent Workflow Automation
Automate repetitive tasks and multi-step business processes with AI agents that reason, make decisions, and work together to reduce manual effort and save valuable time.
Custom Integrations & MCP Servers
Connect AI agents to your business tools, APIs, and data through custom integrations and Model Context Protocol (MCP) servers, enabling AI systems to interact with your existing software.
Custom Software & Digital Solutions
From tailored software and modern web applications to e-commerce platforms and MCP server development, we build the digital solutions that connect your business, streamline operations, and turn ideas into reality.
Custom Software
Tailored applications built around your business needs.
Web Development
Modern, responsive websites and web applications.
E-commerce Solutions
Online stores designed for smooth shopping experiences.
MCP Server Development
Connect AI systems to tools, APIs, and business data.
From First Conversation to Launch — and Beyond
Every successful solution starts with understanding your needs. Our structured process takes you from the initial idea to a reliable solution, with clear communication and continuous support at every stage.
01
Discovery & Initial Consultation
We discuss your ideas, business goals, challenges, and vision to understand what you want to achieve.
02
Requirements Analysis
We identify your functional requirements, technical needs, and priorities to define the right solution.
03
Strategy & Planning
We define the scope, choose suitable technologies, establish milestones, and create a clear development roadmap.
04
Prototyping & Design
We turn ideas into visual concepts or working prototypes so you can explore and validate the solution before full development.
05
Development & Implementation
We build your solution with a focus on quality, performance, security, and scalability.
06
Testing & Quality Assurance
We test functionality, fix issues, and verify that everything works as expected before launch.
07
Deployment & Launch
We deploy your solution, configure the production environment, and make sure everything is ready for real-world use.
08
Continuous Improvement & Maintenance
We monitor, maintain, and improve your solution as your business evolves, your needs change, and new opportunities emerge.
I combine hands-on software engineering experience with a background in business management, bringing both technical expertise and a business-oriented mindset to every project.
Having worked with businesses as a software developer and freelancer, I understand that technology is only valuable when it solves real problems, simplifies processes, and creates measurable value.
With TwinkleCube, my goal is to make AI and modern software practical, secure, and genuinely useful for businesses — through personal collaboration, thoughtful engineering, and solutions built around your needs.
Malin Samaranayake
Founder
