Make Your Business Work Smarter.

ZUNEX designs intelligent automation systems, AI agents, and software integrations that help businesses simplify operations and move work forward.

Global Reach Worldwide Delivery & 24/7 Support
Private VPC Zero Training on Confidential Business Data
Deterministic Rigorous Engineering & Audit Logging
ZUNEX Connected Business Systems Architecture Blueprint

Practical technology built for actual business problems.

Bridging the gap between software silos and human workflows

Most organizations today run on fragmented software. Inquiries land in WhatsApp, customer histories sit isolated in CRMs, invoices arrive as unstructured PDFs in staff inboxes, and leadership spends hours each week manually stitching together performance spreadsheets.

ZUNEX builds the connective tissue. We develop robust automated workflows, deploy autonomous AI agents that handle repetitive inquiries with high precision, and write custom integration code that ensures your operational systems speak to each other reliably around the clock.

Deterministic Safeguards

Every automated action follows strict business logic gates. High-risk actions automatically route to human supervisors for confirmation.

Data Privacy & Sovereignty

All integrations maintain encrypted connections. Proprietary company records are never used to train public foundation models.

Custom Engineered APIs

We do not rely on rigid proprietary black-box software. We write clean, maintainable backend code your business owns.

Transparent Operations

Complete observability logs. You can audit every agent decision, webhook delivery, and workflow trigger in real time.

Six engineering pillars designed for operational scale.

We engineer bespoke software and automation systems that resolve specific operational bottlenecks.

PILLAR // 01

AI Agent Development

Autonomous, goal-driven agents capable of executing multi-step business actions across your internal toolchain.

  • Customer Support Agents: 24/7 multi-lingual resolution of complex, account-specific customer inquiries.
  • Lead Qualification Agents: Instant qualification of inbound leads via WhatsApp, webchat, and email.
  • Internal Business Assistants: Query internal policy, standard operating procedures, and inventory databases in natural language.
  • Task Execution Agents: Autonomously trigger calendar invites, create CRM opportunities, and dispatch alerts.
View Agent Architecture
TECHNICAL PROFILE // AGENT ENGINE PRODUCTION READY
Runtime Environment Python / FastAPI / Docker
Reasoning Frameworks Function Calling / Structured JSON
Language Models Google Gemini / OpenAI
Fail-Safe Protocol Automatic Human Escalation
Average Response Time < 1,400 ms
PILLAR // 02

Workflow Automation

Eliminate manual copy-pasting, multi-tab coordination, and delayed cross-team handoffs with deterministic pipelines.

  • n8n Workflow Engineering: Self-hosted, sovereign automation environments with zero per-step SaaS markups.
  • Business Process Automation: Automated approval chains, customer notifications, and status routing.
  • Automated Reporting Workflows: Scheduled aggregation of financial, sales, and supply chain telemetry.
  • Cross-Platform Synchronization: Bi-directional data parity across ERP, billing, and collaboration software.
View Automation Architecture
TECHNICAL PROFILE // ORCHESTRATION EVENT-DRIVEN
Core Orchestrator n8n / Celery / Redis
Hosting Architecture Self-Hosted Linux VPC / Cloud
Execution Triggers Webhooks / Cron / DB Change-Streams
Retry Strategy Exponential Backoff & DLQ
Throughput Capacity 50,000+ executions / day
PILLAR // 03

Business System Integration

Connect your disparate commercial software into a unified, synchronized operational ecosystem.

  • REST & GraphQL Integrations: Custom connector microservices handling authentication and rate-limiting.
  • CRM & ERP Synchronization: Seamless synchronization between HubSpot, Salesforce, Zoho, and ERPs.
  • WhatsApp Business Platform: Official Meta Cloud API integration for automated transactional messaging.
  • Database Bridges: Real-time streaming between legacy on-prem databases and modern cloud instances.
View Integration Capabilities
TECHNICAL PROFILE // INTEGRATION STACK HIGH RELIABILITY
Supported Interfaces REST, gRPC, Webhooks, SOAP
Messaging Protocol Meta Cloud API (WhatsApp)
Authentication OAuth 2.0 / HMAC / API Keys
Data Format Strictly Typed Pydantic Schemas
PILLAR // 04

Intelligent Document Processing

Extract structured business records from unstructured invoices, contracts, receipts, and logistics paperwork.

  • OCR & Document Classification: Automatically identify whether an incoming document is a lease agreement, PO, or customs bill.
  • Line-Item Extraction: Accurately parse line items, tax IDs, and payment terms from supplier invoices.
  • Data Validation Gate: Cross-check extracted values against purchase orders before queuing database writes.
  • Document Lifecycle Automation: Move documents into structured archival storage with searchable metadata tags.
View Document Processing Details
TECHNICAL PROFILE // PARSING PIPELINE HIGH ACCURACY
Supported Formats PDF, TIFF, PNG, Scanned JPG
Extraction Accuracy 99.1% on structured invoices
Validation Framework Deterministic Math & Schema Match
Destination Systems Xero, QuickBooks, SAP, SQL
PILLAR // 05

AI Business Solutions

Ground generative AI models in your enterprise's verified knowledge base to deliver accurate, hallucination-free business answers.

  • Retrieval-Augmented Generation (RAG): Vector database architectures ensuring answers cite verified company sources.
  • AI-Powered Business Reporting: Automated natural language summaries of multi-database operations.
  • Semantic Enterprise Search: Find relevant clauses in thousands of historical contracts in seconds.
  • Executive Briefing Assistants: Daily automated digests delivered to WhatsApp or Slack at designated hours.
View RAG Architecture
TECHNICAL PROFILE // KNOWLEDGE GRAPH ENTERPRISE MEMORY
Vector Storage pgvector (PostgreSQL) / Pinecone
Chunking Strategy Semantic Recursive Splitting
Embedding Models Text-Embedding-3 / Gecko
Citation Protocol Source Document & Page Linking
PILLAR // 06

Custom Software Engineering

Purpose-built backend systems, high-concurrency APIs, and internal administrative portals engineered for durability.

  • Backend Architecture: Modular Python & FastAPI systems built with clean design patterns.
  • Database Architecture: Normalized PostgreSQL and Supabase schemas with optimized indexes.
  • Administrative Portals: Secure internal web tools for staff to review, monitor, and override automated tasks.
  • DevOps & Security: Hardened Docker containers, CI/CD pipelines, and isolated cloud hosting.
View Engineering Practices
TECHNICAL PROFILE // SOFTWARE CRAFT CLEAN CODE
Primary Languages Python 3.11+ / TypeScript
Databases PostgreSQL / Supabase / Redis
API Standards OpenAPI 3.1 / JSON Schema
Deployment AWS / GCP / Cloudflare / On-Prem

Four stages from operational diagnosis to production deployment.

We follow an engineering-first delivery model focused on measurable business efficiency and stability.

01

Discover

We audit your existing manual operations, system interfaces, and data flows to locate exact efficiency drains and friction points.

Deliverable: Operational Process Map & Automation Scoping Blueprint
02

Design

We architect the technical solution, specifying API integrations, data schemas, security perimeters, and human review gates.

Deliverable: System Architecture Specification & Schema Contracts
03

Build

We develop workflows, program AI agent logic, establish database bridges, and rigorously test edge cases in sandbox environments.

Deliverable: Fully Integrated Staging Environment & Test Suite
04

Improve

We deploy to production, establish telemetry monitoring, review execution logs, and iterate to maximize speed and reliability.

Deliverable: Production Deployment, Monitoring Dashboard & SOPs

Tailored automation for commercial sectors across international markets.

Addressing administrative friction in industries where transaction speed and record accuracy directly impact profitability.

Real Estate

High-volume property inquiries across WhatsApp and portals require sub-second triage, budget verification, and viewing scheduling.

Practical Automations
• Automated WhatsApp buyer & tenant qualification
• CRM deal and viewing dispatch to available brokers
• Tenancy agreement & title deed data extraction

Hospitality

International guests expect instantaneous multi-lingual responses for reservations, concierge inquiries, and room service.

Practical Automations
• Multi-lingual WhatsApp concierge assistant
• Automated maintenance dispatch from guest feedback
• Reservation system & billing reconciliation

Logistics & Freight

Cross-border shipment documentation and customer ETA tracking create significant manual data entry overhead.

Practical Automations
• Bill of Lading & customs document parsing
• Proactive shipment exception alerts to dispatchers
• Multi-carrier status aggregation into single ERP

E-Commerce & Retail

Omnichannel sales, return authorization workflows, and real-time inventory adjustments across multiple fulfillment warehouses.

Practical Automations
• Automated return authorization and courier booking
• Inventory threshold alerts and purchase order generation
• Daily marketing spend vs. revenue aggregation

Professional Services

Legal, accounting, and advisory firms face heavy administrative loads in client onboarding, timesheet collation, and document review.

Practical Automations
• Automated KYC / AML document collection workflows
• Contract clause semantic search & indexing
• Automated billing generation from recorded hours

Healthcare Administration

Administrative scheduling, appointment reminders, and insurance pre-authorization documentation collation.

Practical Automations
• Patient intake appointment scheduling & SMS/WhatsApp reminders
• Insurance claims document packet pre-validation
• Clinic staff shift scheduling & automated notifications
Engineering & Ethical Standard: ZUNEX designs automation strictly for operational, administrative, and data-routing tasks. Our systems are explicitly engineered with human-in-the-loop safeguards and do not replace qualified human judgment in legal, medical, or high-risk financial decisions.

Built on resilient, production-proven technologies.

We select open, extensible, and high-performance technologies that give your company complete control of its data and infrastructure.

Python 3.11+ CORE BACKEND

Enterprise-grade execution environment for data parsing, AI logic, and asynchronous workflow execution.

FastAPI API GATEWAY

High-performance async web framework providing typed REST endpoints with automatic OpenAPI documentation.

n8n ORCHESTRATION

Fair-code, sovereign workflow orchestrator connecting 400+ business applications with self-hosted privacy.

PostgreSQL RELATIONAL DATA

Battle-tested ACID database engine providing strict data integrity, audit history, and pgvector semantic indexing.

Supabase REALTIME BACKEND

Open-source database platform offering realtime change listening, Row Level Security, and edge functions.

Google Gemini FOUNDATION MODEL

Long-context reasoning engine utilized for large document extraction, structured classification, and analysis.

OpenAI Models FOUNDATION MODEL

Structured JSON generation and semantic text embeddings deployed via private enterprise API endpoints.

REST & Webhooks SYSTEM GLUE

Deterministic, standards-compliant protocols ensuring bi-directional synchronization with your commercial tools.

WhatsApp Cloud API OFFICIAL META API

Direct integration with Meta's official business infrastructure for reliable, compliant customer communication.

Engineered demonstration projects.

Examine our architectural prototypes illustrating how autonomous systems resolve operational bottlenecks.

ARCHITECTURAL DEMONSTRATION // 01

AI Real Estate Lead Assistant

Sector: International Real Estate Brokerages & Developers

The Business Challenge

In high-velocity property markets, inbound leads received after hours often wait 12+ hours for human follow-up, causing high drop-off and lost commissions.

The Engineering Solution

An autonomous WhatsApp assistant that engages inquiries within 2 seconds, extracts intent, budget, and location preferences, checks listing inventory, and schedules private agent viewings.

WhatsApp Cloud API FastAPI Google Gemini HubSpot CRM Sync
AI Real Estate Lead Assistant Workflow Demonstration
ARCHITECTURAL DEMONSTRATION // 02

Intelligent Customer Support System

Sector: E-Commerce, Logistics & Financial Services

The Business Challenge

Tier-1 customer service queues are flooded with routine status queries and policy questions, consuming team bandwidth while urgent customer issues linger in backlogs.

The Engineering Solution

A multi-tier resolution engine that classifies sentiment and urgency, retrieves verified policy snippets via RAG, automatically resolves common inquiries, and prepares escalation dossiers for human agents.

Vector DB (pgvector) n8n Orchestration Zendesk / Freshdesk API OpenAI RAG
Multi-Tier Customer Support System Architecture
ARCHITECTURAL DEMONSTRATION // 03

Automated Business Reporting Assistant

Sector: Retail Groups, Multi-Branch Operations & Holding Companies

The Business Challenge

Executive leadership relies on weekly reporting packets compiled manually across Point of Sale, ad platforms, and bank feeds, leading to delayed decision-making.

The Engineering Solution

An automated cron pipeline running at 07:00 AM daily that pulls raw telemetry across POS, payment gateways, and ad channels, runs anomaly detection, and formats a clean executive briefing delivered via WhatsApp and PDF.

Python ETL PostgreSQL Aggregates FastAPI Automated PDF Dispatch
Automated Business Reporting Assistant Workflow

Let's Build Something That Works.

Tell us about your business processes, challenges, and ideas. We will analyze your workflows and explore how engineered automation can simplify operations.