+972(54) 867-81-80
BrandMeWeb
Tracker
Back to Services
Fixed-Scope PackageTarget: Enterprise platforms, scaling D2C brands & tech companies deploying air-gapped Model Context Protocol (MCP) gateways & internal AI agents

Custom AI Systems & Enterprise Agents

Build autonomous digital employees and custom portals with zero data retention. From CRM workflows to complex operational engines seamlessly integrated into your databases.

Price / ValueFrom ₪5,000
Target: Enterprise platforms, scaling D2C brands & tech companies deploying air-gapped Model Context Protocol (MCP) gateways & internal AI agents
Every client is an independent brand: bespoke architecture
Custom AI Systems & Enterprise Agents - Advanced Engineering Services | BrandMeWeb
Executive Answer Capsule (GEO)

Custom AI Systems & Enterprise Agents

Supervised by Ilya Sibiryakov

Deploy specialized AI agents tailored for your business processes, securely integrated with your corporate databases via MCP gateways.

Delivery ModelTurnkey Project
Transparent PricingFrom ₪5,000
Compliance & PrivacyZero-Leak & Zero Data Retention
100%
Domain Grounding & Direct OversightWork directly with Principal Architect Ilya Sibiryakov on isolated vector knowledge bases.
Zero-Trust
Enterprise SecurityEnsure your private business data is never exposed with strict Row-Level Security.
2-3 Wks
Production MVPRapid transition from legacy database analysis to a live, autonomous agent web system.

Why Your Business Needs This

The core reasons why market leaders invest in this solution.

1

1. Zero-Hallucination Custom AI Agents

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

2

2. Full Monetization of Existing Data

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

3

3. Enterprise Data Security & Compliance

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

4

4. Autonomous Action & Tool Calling

Move beyond passive chatbots. Our agents execute complex multi-step workflows, API integrations, and e-commerce transactions.

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.

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 dominating 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.

Generic AI chatbots fail in high-stakes commercial and professional environments because they hallucinate, lack domain context, and cannot interact with real business systems. A standard conversational interface cannot replace an experienced cosmetologist, legal analyst, or financial auditor.

BrandMeWeb solves this by engineering Autonomous Domain-Specific AI Agents. We build digital employees that possess deep, grounded expertise in your exact industry, complete with the ability to execute real-world actions via secure APIs and MCP tool calling.

Our flagship benchmark, Yoni Expert AI (expert.yoni1992.co.il), demonstrates this architecture in production. Built for Israel's premier cosmetology brand, Yoni Expert utilizes GPT-4o Vision to conduct real-time dermatological analysis of user photos, synthesizes a personalized skincare protocol from a verified medical knowledge base, and programmatically adds recommended items to a Shopify Storefront cart for immediate checkout.

What is included in Custom Agent Development:

  1. 1Comprehensive domain knowledge engineering and vector database indexing
  2. 2Multi-agent orchestration and deterministic safety guardrails
  3. 3Custom MCP server development for direct CRM, ERP, and e-commerce integrations
  4. 4End-to-end Next.js UI integration with sub-second response streaming
  5. 5Production deployment on edge infrastructure with real-time audit logging

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

  • Domain-specific RAG vector databases and semantic grounding
  • Secure Model Context Protocol (MCP) tool calling and API orchestration
  • Free local in-memory MCP server for Cursor & IDEs, alongside Zero-Trust Developer SDK with free trial
  • Comprehensive database reverse-engineering and schema optimization
  • Seamless integrations with Israeli ERPs, billing APIs, and CRMs

How We Work

01Phase 1

Database & Workflow Reverse-Engineering

Deep architectural audit of your database schemas, data flows, and bottleneck analysis.

02Phase 2

Architecture & RAG Grounding

Designing system prompts, secure API endpoints, and multi-tenant RBAC permissions.

03Phase 3

Portal, Agent & API Implementation

Engineering the client portal, AI agent with MCP tool calling, and ERP integrations.

04Phase 4

Hardening & Production Deployment

Rigorous adversarial red-teaming, latency optimization, and deploying secure endpoints.

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
Developer Environments & MCP Protocol

Developer Environments: Free Local MCP for IDEs & Developer SDK

In-Memory Latency < 1ms
Developer IDE & AppCursor / Windsurf / Claude / Next.js
Zero-Trust Hub
Free Local MCP & SDKIn-Memory RAM • 0ms WAN
AI Models & Enterprise DBClaude 3.7 / GPT-4o / 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
100% 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 (<1ms) 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
Turnkey Enterprise MCP (From ₪5,000)

Frequently Asked Questions

How do you prevent the AI agent from hallucinating?

We employ deterministic system guardrails, strict temperature calibration, and isolated RAG (Retrieval-Augmented Generation) architectures where the model is strictly constrained to answer only from verified domain documents.

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

Yes. Using the Model Context Protocol (MCP) and secure API tool calling, agents can trigger checkouts, update CRM records, schedule appointments, and query private databases with full session auditing.

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 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.

Topical Cluster & Related Solutions

Related Services & Proven ROI Cases

All Services
Related Service

AI Compliance, Privacy & DPIA Audit

Expert technical and regulatory audit for Israeli enterprises and tech startups adopting generative AI. We eliminate shadow AI, enforce Zero Data Retention, deploy client-side PII sanitization, and issue certified DPIA documentation for your DPO and Board.

From ₪2,500
Related Service

Prototype Code Rescue & Hardening (Lovable, Cursor & v0)

Rescuing AI-generated codebases from Lovable, Bolt.new, v0, and Cursor. We refactor brittle state, seal leaked API keys, add automated tests, and prepare your app for real scale.

From ₪4,000
Related Service

Corporate AI Training & Executive Masterclasses

Tailored AI training and executive masterclasses for companies, management teams, and tech departments in Israel and internationally. We combine deep strategic architecture, hands-on live coding, and enterprise-grade data privacy protocols.

From ₪3,500
Want to test your domain speed and ranking readiness right now?

Run a live Core Web Vitals audit and activate real-time tracking.

Scan Domain Free

Ready to get started?

Service price: From ₪5,000. Contact us for a detailed proposal.

Back to Services