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How Nunar Executes Processes Reliably

A layered execution architecture that combines document intelligence, validation, and secure system integration — designed for logistics and supply chain operations.

AccuracyControlSecurityScale

Nunar Execution Architecture

Three capability layers working together to execute business processes with precision

Inputs
EmailsPDFsScans
Layer 01
Document Intelligence Engine
OCR + NER + Contextual Judgement
Layer 02
Validation & Human Oversight
Rules · Validation · Approvals · Oversight
Layer 03
Execution, Integration & Audit
ERP · Finance · OMS · Audit · Security
Outcomes
Reliable · Accurate · Compliant
Capability Layer 01

Document Intelligence Engine

Unstructured to Structured, Context-Aware

What it does:

Converts unstructured documents into structured, context-aware data.

Mechanism:

This layer combines OCR, NER, and contextual judgement into a single execution mechanism.

Capabilities:

  • Ingests PDFs, scanned PDFs, images, DOC, XLS
  • Uses OCR to read scanned and image documents
  • Applies Named Entity Recognition (NER) to extract business entities
  • Uses contextual judgement to understand document intent (RFQ, invoice, customs, delivery, finance)
Why it matters:
Documents are understood with business context, not treated as raw text.
Live Document Processing
Input DocumentPDF
From: supplier@company.com
RFQ #2024-1847
Product: Steel Coils (50 MT)
Delivery: Dec 29, 2024
Processing
Structured Data
Document Type:RFQ
Entities Extracted:8/8 ✓
Confidence:98.4%
Capability Layer 02

Validation & Human Oversight

Accuracy Before Action, Control Where It Matters

What it does:

Ensures accuracy before any action and keeps humans in control where decisions matter.

Capabilities:

  • Field-level validation and cross-document consistency checks
  • Tolerance handling (amounts, COD variances) and scenario-based rules
  • Exception-based review and approval workflows
  • Visibility into AI interpretation and controlled execution after approval
Why it matters:
AI suggestions are validated deterministically; automation accelerates execution while accountability remains human.
Validation in Progress
Budget Check
$24,800 within approved limit
Vendor Validation
Approved vendor list match
Price Tolerance
Within 3% of market rate
Terms Check
Payment terms: NET 30 ✓
All Checks Passed

Ready for approval workflow

Capability Layer 03

Execution, Integration & Audit

Works With Existing Systems, Compliance & Traceability

What it does:

Executes validated actions in enterprise systems with full audit trail and secure deployment.

Integrations include ERP (SAP, Oracle, Odoo), finance (Zoho Books, QuickBooks), OMS, and trade platforms (e.g. Dubai Trade).

  • ERP, finance systems, OMS & logistics platforms, trade portals
  • Full audit trail for every action and source document traceability
  • Validation and approval logs
  • Secure deployments: On-Premise / Private Cloud
Why it matters:
Nunar works with existing systems and is suitable for regulated, finance-heavy environments.
Approval Dashboard
Pending ReviewRFQ-2024-1847
Quote Amount:$24,800
Customer:Global Trading Co.
AI Confidence:98.4%
Approval Chain
Sales Manager
Finance Controller (You)

What These Layers Enable

Reliable execution of complex processes

High accuracy across document types

Lower operational and compliance risk

Scalable automation across departments

See How This Architecture Works in Practice

Understand how Nunar's layered execution applies to your specific use cases

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