MCP
Revolutionary Modular White-Label Banking Solution
An AI‑powered assistant built on the Model Context Protocol, capable of securely accessing and summarizing internal documents from PDF, Word, and Confluence. It enables seamless, context‑aware knowledge retrieval while enforcing access controls, audit logging, and compliance policies—bringing enterprise content into an AI dialogue with confidence and clarity.
FINTECH
80+ people
2 years
UK
01.
Challenges
Siloed enterprise documents across multiple formats (PDF, Word, Confluence) hinder unified AI access.
Strict security and compliance mandates require access controls, audit logs, and encryption.
Context-aware summarization needs dynamic retrieval while minimizing token usage and latency.
Maintaining user experience under multi-source integration without overwhelming model context windows.
02.
Solution
Implemented an MCP server layer to expose enterprise documents via secure APIs and standardize access.
Integrated role-based permissions, audit logging, and encryption at both API and protocol layers.
Added dynamic context loading: fetch only relevant document snippets using MCP metadata filtering.
Optimized UX by combining in-model summarization with client-side caching to reduce token pollution.
OUR INPUT
MCP Server Development
UI/UX Design
Client Development
Security & Compliance
Quality Assurance
Cloud & Devops
Business Analysis
Project Management
RESULT
We're proud of being instrumental to our clients success and sure that stable and flexible solution will assure stable growth in the future.
Our FeaturesApp Functionality
Card Issuing
Payment Processing
Wallet
KYC
AML & Fraud
Budgeting
Ledger
Wealth Management
Customer Support
What we offersHOW WE DID IT
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Technologies we used
Creation Process
Market Analysis & Vision Shaping:
- Audited existing document storage systems (Confluence, PDF archives, file servers) to identify integration feasibility and prioritize high-value use cases.
- Collaborated with stakeholders to define compliance goals, access policies, and usage scenarios for AI-driven document retrieval.
- Mapped user personas and document workflows to ensure the assistant aligns with real-world enterprise needs.
Feature Planning & Design:
- Selected key features like snippet retrieval, summarization, and metadata filtering based on user research and technical feasibility.
- Built interactive UX prototypes showing query input, document preview, and context disclosure.
- Designed adaptation for diverse document formats, ensuring consistent UI behavior across PDFs, Word docs, and wiki pages.
System Architecture Design:
- Defined a modular MCP-based architecture separating document fetch, security enforcement, summarization, and audit logging.
- Specified secure OAuth and fine-grained access control integration tied to corporate identity systems.
- Planned for multi-tenant deployment in cloud, enabling isolated access domains and scalable resource allocation.
Application Development & Integration: json Copy
- Developed the MCP server module in TypeScript, exposing secure retrieval and summary endpoints.
- Built client-side components for internal web apps, with real-time snippet preview and context caching.
- Executed phased integration: piloted with a single department, captured feedback, then extended to enterprise-wide rollout.
Contact UsAccelerate Your Business with LasyaAitech
Partner with our expert software development team to bring your vision to life. Delivering innovative solutions and ensuring your project’s success every step of the way!
What are the key benefits of partnering with LasyaAitech?
We provide end-to-end software development services, from initial concept to deployment. Whether it's web development, mobile apps, or integrating cutting-edge technologies like AI, our solutions are tailored to your unique business needs, ensuring high performance, scalability, and exceptional user experiences.
How does your software development process work?
We follow a structured approach, starting with an in-depth consultation to understand your requirements. Our team then drafts a clear project roadmap, ensuring transparency and regular updates throughout development. From prototyping to testing and deployment, we work collaboratively to bring your vision to life.
Can LasyaAitech help us scale our existing software or migrate to new technology?
Absolutely! We specialize in upgrading existing systems, improving performance, and enabling seamless migration to modern technologies. Our team ensures minimal downtime and a smooth transition tailored to your growth objectives.
Why should I choose LasyaAitech over other software development companies?
With a proven track record of delivering successful projects like MailBluster and ThemeWagon, we combine technical expertise with a client-first approach. Our agile methods and attention to detail ensure we exceed expectations and deliver measurable results.
How do you ensure the security and scalability of your solutions?
We prioritize security at every stage of development, implementing industry-best practices to protect your data and systems. Our solutions are designed to be scalable, allowing your business to grow without limitations, ensuring long-term success.
