Independent Techno-Functional Advisory • 20 Years Enterprise ERP Experience

Turn Rigid ERPs into
Autonomous AI Engines

Stop forcing high-value teams to fill cumbersome forms and battle siloed reports. We architect production-grade agentic workflows, conversational RAG, and intelligent document extraction directly inside your enterprise ERP & CRM.

Calculate Automation ROI
20+ Years
Techno-Functional ERP Mastery
100% Agnostic
Independent of Vendor Lock-in
Mid-Market
Customized for Fast Growth
Zero Latency
Smoothless Process Flow
The Enterprise Bottleneck

Why Traditional ERP & CRM Setups Bleed High-Value Time

You spent millions on transactional systems of record. Yet your most skilled managers spend 40% of their week babysitting forms, copy-pasting data, and chasing broken cross-department handoffs.

Cumbersome Form Fatigue

Employees navigating 40+ dropdown fields across 6 tabs just to create an order, verify an invoice, or log a customer status. Error-prone manual inputs lead to bad downstream ledger records.

Replaced by Autonomous Agents

Siloed, Inaccessible Reports

Executives wait 4 days for BI teams to write SQL queries just to answer basic questions like: "Which product lines experienced negative margin drift last month due to freight spikes?"

Replaced by Conversational RAG

Unstructured Document Chaos

Supplier PDFs, multi-page bills of lading, and messy email attachments sit in backlogs waiting for human eyes to key data line-by-line into the system.

Replaced by Vision-LLM Extractors
Architectural Foundation

4 Core AI Solutions Built for Enterprise Reality

Architected by a 20-year ERP veteran to respect relational data models, transactional rollbacks, security governance, and role-based permissions.

Multi-Agent Orchestration

1. Autonomous Process & Operational Agents

Move beyond brittle, breakable RPA. We engineer reasoning agents that execute multi-step operational logic across ERP and CRM layers with built-in human-in-the-loop exception checkpoints.

3-Way Invoice, PO & Goods Receipt matching with anomaly auto-resolution
Automated vendor quote generation and pricing discrepancy validation
Proactive credit-hold reconciliations and customer follow-up actions
Stack: LangGraph / AutoGen • REST/GraphQL Webhooks • Pydantic Validation • Audit Trail Logs
Enterprise RAG & Semantic Query

2. Conversational Knowledge Engines ("Talk to Your ERP")

Empower C-suite and department leaders to interrogate transactional databases using plain English. Our architectures translate natural questions into audited SQL queries with strict RBAC.

Zero SQL hallucination: Grounded schema mapping with deterministic verification
Role-Based Access Control (Sales reps never see executive ledger entries)
Instant cross-referencing between ERP historical sales and CRM pipeline deals
Stack: Text-to-SQL Semantic Layer • pgvector / Qdrant • Azure OpenAI / Claude 3.5 • Enterprise RBAC
Predictive Analytics

3. Predictive Analytics & Intelligent Forecasting

Transform your ERP from an archive of past mistakes into an early-warning radar. Synthesize historical purchasing, seasonal lead-time shifts, and real-time CRM pipeline health.

Dynamic safety-stock optimization factoring in supplier volatility
Predictive churn alerts based on order-frequency deterioration in CRM
Real-time rolling cash-flow forecast tied to automated debtor aging models
Stack: Automated Feature Stores • XGBoost / Time-Series ML • Embedded Operational Dashboards
Multi-Modal Vision LLMs

4. Multi-Modal Document & Invoice Processing

Eliminate clerical data entry forever. Ingest complex multi-page PDF invoices, handwritten delivery dockets, and unstructured vendor emails directly into clean ERP transactional tables.

Line-item table parsing across messy, non-standard supplier invoice templates
Auto-validation against purchase orders, tax codes, and vendor master data
Exception flagging directly to approver mobile devices with 1-click approvals
Stack: Multi-Modal Vision LLMs • Document Parsers • Automated Ledger Posting Hooks
Interactive Feasibility

Estimate Your Enterprise Automation Payback

Simulate the exact time recovery and architecture recommendations based on your company's transactional volume.

Monthly Transactional Volume: 1,500 docs/events
200 / mo 5,000 / mo 10,000+ / mo
Avg. Blended Hourly Cost of Staff ($): $45 / hr
Estimated Operational Impact
$108,000
projected annual capacity recovered
Monthly Hours Saved
200 hrs
Recommended Stack
Vision-LLM + Agent
Structured Engagements

Clear, Predictable Delivery Tracks

No ambiguous time-and-materials sinkholes. We work through proven milestone-driven phases or dedicated strategic leadership retainers.

Track 1

Phased Project Implementation (Milestone-Driven)

Phase 01 • 2 Weeks Fixed Scope

2-Week AI Feasibility & System Audit

Deep dive into current ERP/CRM data schemas, integration APIs, security permissions, and operational bottlenecks.

  • Complete data hygiene & API readiness report
  • Prioritized AI implementation roadmap with ROI projections
  • Enterprise compliance & private VPC deployment architecture
Phase 02 • 4 Weeks Most Popular

4-Week Rapid Proof-of-Value (PoV)

A working, sandboxed prototype deployed against a single high-friction business process to prove reliability before full production.

  • Live working prototype (e.g. AP invoice agent or Text-to-SQL RAG)
  • Real historical ERP test data ingestion & accuracy benchmarking
  • Executive stakeholder demo & production rollout roadmap
Phase 03 • Production Turnkey Deployment

Production Rollout & Orchestration

Full enterprise scale deployment, hardened API pipelines, human-in-the-loop validation dashboards, and team enablement.

  • End-to-end multi-agent fail-safes and error fallback handlers
  • Staff training, operational runbooks, and SLA support
  • Real-time observability and token usage telemetry dashboards
Track 2

Fractional & Advisory Leadership (Ongoing Retainer)

Monthly Advisory Limited Engagements

Fractional Enterprise AI Architect

Dedicated high-level architectural stewardship for mid-market CFOs and CIOs navigating AI vendors, evaluating tools, and supervising internal dev teams.

  • Bi-weekly architectural steering and sprint review sessions
  • Vendor pitch deconstruction (avoid expensive shelfware licenses)
  • Ongoing data governance, private LLM security, and schema oversight
Intensive Sprint Team Enablement

Hands-on Technical Enablement & Governance

Embedded co-piloting for your internal ERP and IT teams to master agent observability, prompt security, and vector database management.

  • Hands-on architectural code walkthroughs with in-house developers
  • Internal prompt engineering & enterprise guardrail frameworks
  • Production deployment templates and CI/CD pipelines
The Architect Behind ai2Biz

Meet Georges Hronis

20 Years of Techno-Functional ERP Mastery • Enterprise AI Systems Architect

Most modern AI consultants understand Python and prompt engineering, but have never experienced the horror of a failed month-end financial closing, an erroneous inventory ledger valuation, or a corrupted ERP schema.

With over two decades of hands-on techno-functional consulting across mission-critical ERP and CRM systems, Georges Hronis bridges the gap between raw machine intelligence and strict enterprise governance. He works with growing mid-market enterprises to ensure AI integrations don't just demo well, but execute with flawless database integrity and bulletproof reliability.

Product-Agnostic
Zero Vendor Lock-in
Direct Architect Access
Enterprise Guardrails
Private VPC Deployment
SOC2/GDPR Aware
GH

Georges Hronis

Principal Consultant • ai2Biz

Domain: biznesi.online
Focus: Mid-Market ERP/CRM
Availability: Booking Q4 Discovery

Ready to Automate Your ERP & CRM Bottlenecks?

Book a 30-minute discovery call directly with Georges Hronis. We'll examine your current architecture, isolate high-friction workflows, and determine if an agentic AI deployment makes financial sense.

No salespeople • Product-agnostic • 100% Confidential