Customer Agent
Answers visitor questions about products, history, quality and business enquiries from the verified company knowledge base.
Intelligent Operations · AI Agents Working Behind This Website
AI working behind everything.
Zubir Food uses AI agents to help visitors, maintain the website, answer product questions and give management visibility — while keeping deterministic business systems in control.
Living AI Agents
Agents that work, not just chat.
AI is not a chatbot on the side. It is an operational layer that helps visitors, keeps the website accurate, and gives management structured visibility.
Product Knowledge Agent
Helps visitors discover the right product — chilli, curry, retail packs, bulk sizes — from the verified catalogue.
Website Governance Agent
Monitors pages, product information, broken links, SEO structure, content freshness and security status.
SEO Agent
Keeps metadata, structured data and internal linking consistent so content is easy for search engines and AI search to understand.
Content Agent
Reviews content freshness and keeps company information current and accurate.
Management Intelligence
Provides management with sales insights, website performance, enquiry analytics and operational reports.
Security Monitoring
Continuously monitors the security posture of the website and its operations.
Automated Reporting
Turns operational events into structured reports instead of disconnected spreadsheets.
Detached Systems
High-volume repetitive work is handled by deterministic services before AI is considered — efficient automation.
Public AI vs Management AI
Two layers, one system.
Public AI
Available to every visitor:
Company informationPublic
Products & brandsPublic
Founder historyPublic
Business & distributor enquiryPublic
Product recommendationsPublic
Management AI
Private, for management only:
Sales insightsPrivate
Website performancePrivate
Enquiry analyticsPrivate
Operational reportsPrivate
Internal documents & alertsPrivate
Technical Architecture
Events before intelligence. Determinism before AI.
The AINNA philosophy mirrored by this site: deterministic rules and parsers handle repetitive work; SLM/LLM is used only when required; management receives a structured view.
EVENT↓DETERMINISTIC RULE↓PARSER↓VALIDATION↓SLM / LLM ONLY WHEN REQUIRED↓MANAGEMENT VIEW
Smart Routing
Route each task to the lightest reliable method — rules, parser, SLM or LLM only when required.
Detached Systems
High-volume repetitive work is handled by deterministic services before AI is considered.
SLM / LLM Routing
Use the smallest capable model for each task — efficient, fast and cost-effective.
Agent Orchestration
Coordinate multiple agents so they work together toward a single outcome.
Validation
Every AI answer is validated against the verified company knowledge base.
Knowledge Retrieval
Answers are generated from verified company information — never invented.
Try It
Ask Zubir AI.
Open the assistant to explore products, company history, manufacturing information and business enquiries.
