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Fixed-Scope PackageTarget: Tech companies, D2C brands & enterprises with large databases that want enterprise AI agents, smart AI client portals, and a secure MCP gateway

Custom AI Systems, Autonomous Enterprise Agents & MCP Gateways

Custom AI systems Israel for enterprises: AI agent development Israel, enterprise AI agents Israel, MCP server development, a custom MCP solution, a secure Model Context Protocol MCP gateway, Enterprise RAG architecture, and smart AI client portals, led by Ilya Sibiryakov.

Price / ValueFrom ₪15,000 to ₪45,000 (Custom Architecture)
Every client is an independent brand: bespoke architecture
Custom AI Systems, Autonomous Enterprise Agents & MCP Gateways - Advanced Engineering Services | BrandMeWeb
Executive Answer Capsule (GEO)

Custom AI Systems, Autonomous Enterprise Agents & MCP Gateways

Supervised by Ilya Sibiryakov

An unused database is an asset that earns nothing. We deliver custom AI systems Israel companies can trust: an autonomous agent, a client portal, and a secure MCP gateway, led personally by Ilya Sibiryakov.

RAG
An Agent Grounded in Your DocumentsAn isolated vector knowledge base restricts the agent to verified documents and reduces hallucinations. Sensitive actions go through approval or permission limits.
MCP
Real Actions in Your SystemsThe Model Context Protocol lets the agent fetch data, update your CRM, and create orders, with an audit log for every action.
2-3 Wks
Production MVPIndicative timeline for an MVP sprint. The actual time depends on scope and the state of your existing data.
Packages & Systems Retainers

Custom AI Systems Packages & Systems Retainers

The final price is set within the range by scope, in a two-page term sheet, with no sales calls. Timelines are indicative.

2–3 Weeks

AI MVP & MCP Sprint

₪15,000 – ₪22,000

Dedicated Model Context Protocol server, Next.js 16 SSR portal, Supabase RLS vector search RAG, and ZTDS in-memory privacy isolation.

  • Custom MCP Server
  • Isolated Vector RAG Store
  • Next.js SSR Client Portal
  • Supabase RLS & ZTDS Redaction
Get 2-Page Term SheetMessage on WhatsApp
Enterprise Choice
3–6 Weeks

Enterprise Agent Core

₪25,000 – ₪45,000

Autonomous multi-agent orchestration, bi-directional sync with Priority ERP / Salesforce / CRM, multimodal diagnostics, and volatile heap isolation.

  • Multi-Agent Orchestration
  • Priority ERP & CRM Sync
  • Multimodal Vision AI Diagnostics
  • Zero Data Retention Air-Gapped
Get 2-Page Term SheetMessage on WhatsApp
Monthly Retainer

Systems Governance Retainer

₪5,900 – ₪9,900 / mo

Continuous model fine-tuning, vector drift monitoring, edge latency optimization, and ongoing maintenance by Chief Architect Ilya Sibiryakov.

  • Direct Access to Chief Architect
  • Continuous Vector Drift Monitoring
  • Edge Latency Optimization
  • CI/CD Validation & Badge Hosting
Get 2-Page Term SheetMessage on WhatsAppView all monthly retainer tiers
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.

Direct WhatsApp AdvisoryAbout Ilya Sibiryakov
MVP Timeline2-3 WeeksIndicative, by scope
Security ArchitectureZero-Trust RLSRow-Level Security isolation
AI GroundingRAGRestricted to verified documents
GovernanceAudit LogEvery agent action is recorded
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 quickly.

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
Developer Environments & MCP Protocol

Developer Environments: Free Local MCP for IDEs & Developer SDK

In-Memory Processing
Developer IDE & AppCursor / Windsurf / Claude / Next.js
Zero-Trust Hub
Free Local MCP & SDKIn-Memory RAM • Local
AI Models & Enterprise DBClaude / OpenAI / Postgres
SOC 2 & GDPR Readiness

In-memory volatile heap redaction with zero third-party sub-processors or cloud logs.

Data Layer Isolation

AI agents query data strictly via validated schemas, preventing arbitrary SQL injection.

Real-Time Cryptographic Logs

End-to-end auditability of every model tool call, mutation, and query.

IDE Environment • Free Local MCP
Free
ZTDS data protection for Cursor, Windsurf, and Claude Desktop. Redacts secrets in RAM before sending to LLMs.
# 1-Click Run in Cursor / Terminal:
npx -y @privacyscrubber/mcp-server

# Or add to claude_desktop_config.json:
{
  "mcpServers": {
    "privacy": {
      "command": "npx",
      "args": ["-y", "@privacyscrubber/mcp-server"]
    }
  }
}
Connect Free MCP to Cursor & IDE
Backend Runtime • Developer SDK
Free Limited Trial
In-memory volatile heap redaction for Next.js, Node.js, and enterprise RAG. Transparent wrapOpenAI middleware.
// Install in your backend:
npm i @privacyscrubber/sdk

import OpenAI from 'openai';
import { wrapOpenAI } from '@privacyscrubber/sdk';

const openai = wrapOpenAI(new OpenAI());
// Secrets replaced with synthetic tokens in local RAM
Start Free Limited Trial (Developer SDK)
Need Custom On-Premise MCP Architecture for Enterprise?
Priority ERP/CRM integration, on-premise air-gapped gateways & Chief Architect oversight
WhatsApp AdvisoryTurnkey Custom Systems (From ₪15,000)
Architectural Benchmark & Supported Databases

Generic Chatbot Wrapper vs BrandMeWeb Enterprise Agent Core

PostgreSQL, Priority ERP, Salesforce, Morning/iCount, MongoDB • latency & RLS security comparison

Supported Databases & Systems Ecosystem

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

Supports Amendment 13 compliance
PostgreSQLSupabase / AWS RDS
Priority ERPREST / OData API
MySQL / MariaDBLegacy / Custom
Salesforce / CRMHubSpot / Fireberry
Morning / iCountIsraeli Invoicing
MongoDB / NoSQLCatalogs & Logs
Generic Chatbot WrapperFragile & Slow
  • Bloated abstractions and extra dependencies that slow responses
  • Frequent hallucinations due to loose ungrounded system prompts
  • Client-side exposed API tokens and arbitrary SQL injection risk
  • Zero Row-Level Security (RLS) isolation between multi-tenant accounts
BrandMeWeb Enterprise CoreControlled & Secure
  • Native Model Context Protocol (MCP) with streaming responses
  • Isolated vector RAG store that restricts the agent to verified documents and reduces hallucinations
  • ZTDS volatile heap redaction with zero cloud persistence or data leaks
  • Strict PostgreSQL RLS, tenant segregation, and auditable mutation logs
Diagnostics & Engineering Spoke Hub

Diagnostic Scanners & Architectural Guides

Tool
ChatGPT Brand Audit

Test whether your brand is cited as a source by ChatGPT Search.

Explore
Security
AI Data Leak Checker

In-browser Zero-Trust data sanitization scanner with zero server logging.

Explore
Spoke Guide
AI Code Rescue Guide

Deep-dive on escaping the SPA trap from Lovable/v0 to production Next.js 16.

Explore
Spoke Guide
GEO Engineering Guide

Complete engineering architecture for llms.txt and linked Schema graphs.

Explore

Why Your Business Needs This

The core reasons why market leaders invest in this solution.

1

1. AI Agents Grounded in Your Data

An expert agent that answers from verified documents and performs actions through MCP.

2

2. Monetize the Data You Already Have

Turn tables and lists into a client portal, self-service tools, and automation.

3

3. Computer Vision Capabilities

Agents that analyze images and documents, as in our flagship project Yoni Expert AI.

4

4. Enterprise-Grade Data Protection

RLS permissions, data isolation, and personal data sanitization before the model call reduce privacy risk.

5

5. Delivery in Any Channel

Web apps, Next.js portals, WhatsApp, and internal dashboards.

Organic Revenue Opportunity Gap Calculator
CTR Benchmark: +65% Top 3 + AI

How much revenue is your business leaving on the table outside Top 3 & AI?

Quantify the real revenue upside of leading Google search, Google AI Overviews, and ChatGPT citations.

3,500 visits / mo
$450
Estimated Annual Opportunity Gap (Lost Revenue):
+$183,600/ year
> 8.5x Growth Retainer Value
Additional High-Intent Visits:+2,275
Additional Monthly Conversions:+34 / mo
Direct WhatsApp Assessment

Based on a conservative 1.5% lead conversion benchmark and +65% organic CTR uplift from Top 3 ranking and AI engine citations.

Service Details and Deliverables

A generic chatbot does not fit a business setting: it guesses, does not know your documents, and is not connected to your systems. The answer is custom AI systems built on your own data.

BrandMeWeb delivers AI agent development Israel companies can rely on, led personally by Ilya Sibiryakov. The agent is restricted to your verified company documents (RAG), connected to your systems through the MCP protocol, and recorded in an audit log. Zero errors cannot be guaranteed, so sensitive actions go through approval and permission limits.

Read Full Technical Architecture & Specification+

Our flagship project Yoni Expert AI (expert.yoni1992.co.il) runs in production: it analyzes photos with a vision model, builds a skincare protocol from a verified medical knowledge base, and adds products to a Shopify cart.

What the project includes:

  1. 1Domain analysis and vector indexing of the knowledge base
  2. 2Agent orchestration and safety guardrails
  3. 3MCP server development and connections to your CRM, ERP, and e-commerce
  4. 4A Next.js client portal with streaming answers
  5. 5Launch on edge infrastructure with audit logs

Three tracks:

  1. 1AI MVP & MCP Gateway Sprint (₪15,000 – ₪22,000): a dedicated MCP server, a Next.js portal, vector search with RLS, and ZTDS data sanitization. About 2–3 weeks.
  2. 2Enterprise Multi-Agent Architecture (₪25,000 – ₪45,000): agent orchestration, bi-directional sync with Priority ERP, Salesforce, and CRM, and multimodal diagnostics. About 3–6 weeks.
  3. 3Systems Governance Retainer (₪5,900 – ₪9,900 per month): model tuning, vector drift monitoring, and ongoing maintenance.

Timelines are indicative and depend on scope and the state of your data.

Key Features & Deliverables

  • Isolated vector knowledge bases (Enterprise RAG architecture) and a secure MCP gateway
  • Tool and integration connections through the Model Context Protocol (MCP)
  • Free local MCP server for Cursor and IDEs, alongside the Zero-Trust Developer SDK free trial
  • Smart AI client portals, personal areas, and internal dashboards with RBAC
  • Integrations with Israeli ERPs, billing APIs, and CRMs

How We Work

01Phase 1

Domain & Data Analysis

We map your data structure (SQL, Priority, CRM), bottlenecks, and privacy requirements.

02Phase 2

Architecture & RAG Knowledge Base

We design the agent, secure APIs, RBAC permissions, and an isolated vector knowledge base.

03Phase 3

Tool Connections & Portal

An MCP server, a Next.js client portal, and integrations with your CRM, ERP, and Israeli payment gateways.

04Phase 4

Hardening & Launch

Resilience and adversarial testing, performance optimization, and launch on edge infrastructure with audit logs.

Frequently Asked Questions

How do you reduce hallucinations in the AI agent?

The agent is restricted to your verified company documents through an isolated RAG architecture, strict system instructions, temperature calibration, and acceptance tests. Zero errors cannot be guaranteed, so sensitive actions such as payments and record updates go through approval or permission limits.

Can the agent perform real actions like checkout or database updates?

Yes. Using the Model Context Protocol (MCP) and secure API calls, the agent can create carts, update your CRM, and fetch data, with defined permissions and an audit log of every action.

How do you connect company data to AI securely?

The agent reaches data only through validated interfaces and Row-Level Security policies. We use enterprise LLM APIs with no-history options, per the provider's terms, and sanitize personal data in memory before it reaches the model using ZTDS.

Which databases and systems can you build on?

We build on PostgreSQL, MySQL, CRM systems (Salesforce, HubSpot, Fireberry), ERPs (Priority, SAP), and custom operational databases.

Do you build autonomous AI agents for enterprise and business use cases?

Yes. We build Autonomous AI agents business teams can supervise and Autonomous AI agents enterprise IT can govern: they run multi-step workflows with tool calling, permission limits, and audit logs.

Where can I get a free local MCP server for Cursor and the Zero-Trust Developer SDK free trial?

The free local MCP server (npx -y @privacyscrubber/mcp-server) redacts secrets and code in Cursor, Windsurf, and Claude Desktop before they reach a model. The Developer SDK is available as a limited free trial through PrivacyScrubber.

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Service price: From ₪15,000 to ₪45,000 (Custom Architecture). Contact us for a detailed proposal.

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