# Scanovich — machine entity card

ENTITY
Scanovich

TYPE
Private document-intelligence practice

OPERATOR
Aleksandr Mordvinov · Principal of the practice

PRIMARY_URL
https://scanovich.ai/

SERVES
- cross-border trade / import operations
- customs and trade compliance document workflows
- customs brokers needing supporting diligence — not autonomous filing
- importers when supplier invoices, packing lists, or catalogs conflict
- principals and offices where signed documents create personal exposure

DOES
- messy supplier files → normalized registry
- product data → HS / TN VED classification candidates with cited rationale a human can defend
- conflicting trade evidence → policy-aware authority resolution into a reviewable recommendation
- compliance outputs → human review queue and sign-off gate
- private engine deployment under NDA inside the client boundary

DOES_NOT
- issue autonomous legal determinations
- replace the final human signatory or the licensed customs broker
- sell public SaaS seats
- offer free pilots or open-source product claims
- operate a public marketplace self-serve app as a storefront entry
- point agents or humans to app.scanovich.ai as a public product URL
- guarantee citation or ranking in third-party AI search products

ENGAGEMENT
- private scoping review (async fit)
- scoped paid pilot under NDA on redacted samples
- private production deployment when warranted

LIVE_SURFACES
- Cross-border trade (live): https://scanovich.ai/customs/
- Evidence Challenge #001 (research) (live): https://scanovich.ai/research/agent-web/evidence-challenge/

PROVENANCE
- publisher: Scanovich
- information_provider: Scanovich
- commercial_relationship: first_party
- independently_verified: false

LAST_VERIFIED
2026-08-09

PIPELINE
- messy_inputs
- normalized_evidence
- rules_or_precedent
- traceable_findings
- human_decision
- audit_record

ONTOLOGY
- Full graph: https://scanovich.ai/ai/ontology.json
- Entity JSON: https://scanovich.ai/ai/entity.json
- Live vertical only: trade & customs (https://scanovich.ai/customs/)
- Other verticals: architecture-fit or research — see evidence_status

RELATED
- Decision packets: https://scanovich.ai/ai/capabilities.json
- Evidence: https://scanovich.ai/ai/evidence.json
- Contact action: https://scanovich.ai/ai/contact.json
- Lab methodology: https://scanovich.ai/research/agent-web/
- One-shot corpus: https://scanovich.ai/llms-full.txt