ERP + Payment + AI automation platform

AI Agent Architecture for ERP, Payment & Loyalty.

Odoo ERP, Minu Payment, POS, Loyalty, eBarimt, reconciliation, monitoring болон internal support процессыг API-first AI agent layer-ээр автоматжуулна.

Technical command prompt ● API ● Webhook ● Queue ● Audit log
“Detect failed QR payments, reconcile with POS orders, create alert and update ERP status.”
ERP API orchestration Payment reconciliation Loyalty rule engine Support workflow Observability dashboard
Core enterprise systems integration
Odoo ERP
MinuPay
POS
eBarimt
Telegram
Power BI

System workflow

Natural-language request → structured workflow → API execution → validation → audit log → dashboard гэсэн дарааллаар ажиллана.

1

Requirement parsing

AI prompt-оос business rule, condition, data source, SLA, notification rule, permission scope-ийг structured JSON болгон хөрвүүлнэ.

2

Workflow orchestration

Webhook, REST API, queue, retry policy, validation, exception handling, approval gate зэрэг execution flow-ийг удирдана.

3

Monitoring & governance

Execution log, API response, payment status, reconciliation result, failed job, SLA breach зэргийг dashboard дээр real-time хянана.

Operator command → Controlled automation
Find QR payment failures from POS orders and Minu transaction logs for the last 7 days.
Running query across POS orders, payment gateway logs, terminal IDs, callback status, and support tickets.
Detected 128 abnormal records. 46% are Branch #3, 31% are Android kiosk terminals. Callback mismatch rate: 8.7%.
Create Jira-style task, notify finance, and show severity alert on CEO dashboard.
Task created. Severity: High. Dashboard alert active. Telegram escalation enabled if failure rate increases within 24 hours.

Pipeline preview.

1 Ingest POS + PG logs
2 Normalize and classify events
3 Match order/payment states
4 Generate KPI and alert
5 Send escalation notification

Technical agent modules

ERP, payment, POS, loyalty, finance, support багуудын backend workflow-д суулгах боломжтой модуль загварууд.

ERP

ERP Process Mapper

Odoo process, module scope, API dependency, access rule, data migration map гаргана.

Scope clarity
Payment

Payment Reconciliation Engine

POS order, PG transaction, bank statement, invoice status-ийг тулгаж exception үүсгэнэ.

Exception control
POS

POS Observability Agent

Terminal, branch, cashier, callback, printer, network error-ийг real-time харуулна.

Runtime monitoring
Loyalty

Loyalty Rule Engine

Tier, point accrual, redemption, PIN, payment-method restriction rule удирдана.

Rule automation
AI

Customer Intelligence NLP

Support ticket, feedback, review data-г NLP ашиглан ангилж trend илрүүлнэ.

Topic detection
Sales

Sales Intelligence Agent

Industry profile, stakeholder pain point, proposal angle, ROI assumption бэлдэнэ.

Faster proposal
Support

SLA Prioritization Agent

Ticket-ийг severity, affected revenue, SLA, customer tier-ээр эрэмбэлнэ.

SLA control
Report

Executive KPI Briefing

Daily/weekly KPI, transaction health, system risk, open issue summary үүсгэнэ.

Board reporting

Technical foundation.

Энэ бол chat UI биш. Backend integration, data contract, workflow engine, audit log, RBAC, monitoring бүхий enterprise automation layer.

Backend execution layer.

FastAPI/Node.js, PostgreSQL, Redis queue, Docker, Nginx, OpenAI/private LLM, Odoo XML-RPC/JSON-RPC, payment gateway API ашиглана.

  • ✓ Odoo API, PG webhook, eBarimt integration
  • ✓ Retry, idempotency, status validation
  • ✓ Queue worker, cron, event trigger

Security & compliance controls.

Payment болон ERP дата дээр RBAC, least privilege, token encryption, audit trail, immutable logs, backup, monitoring заавал хэрэгжинэ.

  • ✓ RBAC + least privilege
  • ✓ Encrypted API keys / secrets vault
  • ✓ Audit log + error monitoring

Build a pink, technical AI automation layer for your enterprise systems.

Эхний MVP-г POS observability + payment reconciliation + executive KPI dashboard гэсэн 3 module-оор эхлүүлэх нь хамгийн practical.

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