Evidence-first data layer
Source-aware records, provenance, validation, and immutable raw evidence are designed into the platform foundation.
Phase 0 engineering foundation
The operating system for commerce intelligence.
NEXORA is being built as a Bangladesh-first, globally extensible platform that turns defensible public evidence into research, signals, reports, alerts, and controlled workflows.
RBAC foundationBangladesh-firstEvidence provenance
System blueprint
Evidence to decision
- 01Public commerce sources
- 02Validated collection services
- 03PostgreSQL, object and vector storage
- 04Deterministic intelligence engines
- 05Evidence-grounded agents
- 06Premium decision workspace
No live marketplace data is shown. Operational metrics remain unavailable until validated collection phases are implemented.
Deliberate by design
Strong foundations before automation at scale.
The first implementation phase establishes repeatable environments, authentication, observability, migrations, tests, and a responsive workspace. Data collection begins only after this foundation is validated.
Commerce intelligence
A modular path from products and prices to market, competitor, demand, and sentiment intelligence.
Grounded AI assistance
Future AI outputs must cite retrieved evidence, expose uncertainty, and decline unsupported conclusions.
Controlled automation
Human approval gates, audit trails, and strict operational boundaries precede any external action.