Architectural Flow
An 8-stage pipeline from raw submissions to trusted credit insight
Each stage is observable, auditable and built to scale with the volume of an entire national financial system.
- 01
Institutions
Banks, lenders and financial entities feed the system.
- 02
API / Portal / Batch
Submit via REST, web upload or scheduled batch jobs.
- 03
Data Collection
Aggregated POSTs and standardized XLSX templates.
- 04
Validation & Standardization
Structural, semantic and consistency checks.
- 05
Identity Resolution
Exact + probabilistic matching with confidence score.
- 06
Credit Data Core
Consolidated, deduplicated and version-tracked profiles.
- 07
Scoring
Monthly batch + event-triggered recalculation.
- 08
Query API / Reports
Authorized inquiries, dashboards and regulatory reports.
Operational Intake
Submission, validation, atomic feedback
Institutions submit data via aggregated POSTs or XLSX uploads. The system performs structural, semantic and consistency validation — then returns a detailed response with row-specific errors.
POST
Upload XLSX
Multi-layer Validation
Atomic Feedback
POST /api/v1/accounts
{
"institution_id": "AB-001",
"submitted_at": "2025-12-10T08:14:00Z",
"records": [
{
"national_id": "88127636",
"account_id": "ACC-1001",
"type": "loan",
"balance": 45200.00,
"status": "active"
}
]
}
→ 200 OK
{
"accepted": 1, "rejected": 0,
"trace_id": "snic_7f3...e1"
}