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Custom Systems & AI Agents on Corporate Databases

Bespoke system architecture and AI agent engineering for companies with extensive databases. Deep business reverse-engineering, sub-month delivery, strict PII privacy, and production-ready Next.js & Supabase infrastructure.

Price / Value₪8,500 - ₪35,000
Custom Systems & AI Agents on Corporate Databases - Advanced Engineering Services | BrandMeWeb

At a Glance (TL;DR)

Transform your existing databases, client records, and enterprise catalogs into custom client portals, autonomous AI agents, and automated operational engines. Built directly with Principal Architect Ilya Sibiryakov with zero middleman friction.

100%
Direct Architect OversightWork directly with Principal Architect Ilya Sibiryakov without account managers or outsourced junior teams.
2-3 Wks
Production MVPRapid transition from legacy database analysis to a live, secure, high-performance web system.
Zero-Trust
Enterprise SecurityRigorous Row-Level Security (RLS), isolated RAG vector models, and strict compliance with privacy regulations.

Why Your Business Needs This

The core reasons why market leaders invest in this solution.

1

1. Direct Principal Architect Engagement

No junior dev handoffs or agency overhead. Your system is architected and engineered by Ilya Sibiryakov directly.

2

2. Full Monetization of Existing Data

Transform passive databases into revenue-generating client portals, self-service applications, and intelligent automated workflows.

3

3. Zero-Hallucination Custom AI Agents

Deploy AI agents grounded strictly in your proprietary records with tool-calling capabilities to update databases and trigger payments.

4

4. Enterprise Data Security & Compliance

Guaranteed compliance with Israeli and international privacy standards through isolated multi-tenant RLS.

5

5. High-Velocity Edge Delivery

Built with modern Next.js App Router and edge databases for sub-100ms response times and perfect SEO/GEO crawlers compatibility.

Free Audit & Strategy

Let’s see if this service is right for you

Request a callback and we will provide a free preliminary audit of your setup.

Companies with large databases, customer lists, or complex service catalogs often find themselves trapped between two suboptimal choices: bloated software houses that quote six-figure budgets with half-year timelines, and fragile low-code automations that fail under scale and leak sensitive data.

BrandMeWeb provides a boutique engineering alternative: Bespoke Systems and AI Agents engineered directly on your existing data assets, led hands-on by Principal Architect Ilya Sibiryakov.

Whether you need an interactive client portal that lets customers view accounts and self-serve, an autonomous domain AI agent that queries your database with mathematical precision, or a unified operations dashboard that synchronizes Priority ERP with modern web workflows, we engineer high-performance, secure production systems in weeks, not quarters.

What is included:

  1. 1Deep database audit, workflow reverse-engineering, and schema optimization
  2. 2Architecture and development of custom client portals or internal control panels
  3. 3Custom RAG knowledge engineering and autonomous AI agents with MCP tool calling
  4. 4Supabase Row-Level Security (RLS) hardening and role-based access control
  5. 5End-to-end integration with payment gateways, Priority ERP, and local Israeli billing APIs

Key Features & Deliverables

  • Comprehensive database reverse-engineering, schema optimization, and bottleneck elimination
  • Bespoke client self-service portals and internal management dashboards with RBAC
  • Domain-specific AI agents grounded on proprietary data with MCP tool calling
  • Seamless integrations with Israeli ERPs (Priority), billing (Morning/Green Invoice), and CRMs

How We Work

01Phase 1

Database & Workflow Reverse-Engineering

Deep architectural audit of your database schemas (SQL, PostgreSQL, Priority ERP, CRM, or catalog), data flows, bottleneck analysis, and monetization mapping.

02Phase 2

Core Architecture & Data Modeling

Designing secure API endpoints, Supabase Row-Level Security policies, multi-tenant RBAC permissions, and vector embedding pipelines.

03Phase 3

Portal, Agent & API Implementation

Engineering the client self-service portal, autonomous AI agent with Model Context Protocol (MCP), and direct integrations with billing or ERPs.

04Phase 4

Stress-Testing & Production Launch

Rigorous adversarial red-teaming, sub-second latency tuning, and production deployment on edge infrastructure.

Principal Architect Deep Dive

Zero Middleman Overhead: Reverse-Engineering Your Data & Business

Direct hands-on collaboration with Principal Architect Ilya Sibiryakov. Complete audit of your database schemas, bottleneck resolution, risk elimination, and engineering tailored software that maximizes your core business advantages.

About Ilya Sibiryakov
MVP Timeline2-3 WeeksLive production system
Security ArchitectureZero-Trust RLSRow-Level Security isolation
AI Grounding100% DeterministicZero hallucinations on records
Edge Response< 50ms TTFBNext.js edge rendering
3 Transformation Vectors

What We Engineer On Top Of Your Existing Database

Self-Service & Retention

1. Smart Client Portal & Self-Service Area

Self-service web portal empowering clients to view account history, download invoices (Morning / Green Invoice), trigger service orders, and manage credentials with sub-50ms speed.

Technologies & Protocols
Next.js App RouterSupabase Auth & RLSMorning Invoicing APIMobile Responsive
Isolated RAG & MCP Calling

2. Domain-Specific AI Agent on Corporate Data

Bespoke AI agent grounded exclusively in your database via private vector stores (RAG). Diagnoses client requirements, recommends services, and triggers programmatic API transactions.

Technologies & Protocols
Model Context Protocol (MCP)Isolated Vector DBZero Data RetentionTool Execution
Unified Operational Core

3. Enterprise Data Sync & Priority ERP

Synchronize fragmented databases (Postgres, SQL Server, Priority ERP, legacy CRMs) into a unified operational dashboard with Role-Based Access Control and automated data flows.

Technologies & Protocols
Priority ERP REST/ODataPostgreSQL / PrismaRBAC PermissionsWebhook Automation

Supported Databases & Systems Ecosystem

Secure zero-impact read/write connections, vector indexing, and real-time syncing

PII & Privacy Law Compliant
PostgreSQLSupabase / AWS RDS
Priority ERPREST / OData API
MySQL / MariaDBLegacy / Custom
Salesforce / CRMHubSpot / Fireberry
Morning / iCountIsraeli Invoicing
MongoDB / NoSQLCatalogs & Logs

Frequently Asked Questions

What types of databases and systems can you build upon?

We build on top of PostgreSQL, MySQL, SQL Server, MongoDB, CRM systems (Salesforce, HubSpot, Fireberry), ERPs (Priority, SAP), and custom operational data structures.

How does working directly with Ilya Sibiryakov differ from software houses?

Traditional software agencies assign account managers and junior developers who rarely grasp your business economics. Ilya works hands-on as your Principal Architect, understanding every nuance of your business to maximize profits and eliminate operational friction.

How do you ensure company data remains private when using AI?

We implement zero-retention enterprise LLM APIs, private vector stores (RAG), and strict database Row-Level Security (RLS). Your proprietary business data is never exposed to public training sets.

What is the typical timeframe for a custom system MVP?

A functional client portal or domain-specific AI agent is deployed to production within 2 to 3 weeks, enabling instant business validation.

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Service price: ₪8,500 - ₪35,000. Contact us for a detailed proposal.