Private document intelligence for files that carry liability.

For operators, principals and compliance-heavy teams — explainable, auditable outputs with human sign-off before anything becomes final.

  • Messy documents → structured review
  • Recommendations → source-backed explanations
  • Human sign-off → audit trail

File № SCN-2026-01 · Restricted circulation

A private practice · By introduction and qualification

Cross-border trade · Marketplace operations · Multi-entity group ops

What it does

A proprietary engine ingests operational documents inside your boundary and returns structured, explainable outputs — each row traceable to sources, each release gated by a named signatory. Vertical deployments (trade, marketplaces) are proof on the same architecture, not separate products.

Illustrative output

Illustrative output — review-ready classification
Input
“LED desk lamp, 10W, USB-C, touch dimmer”
HS / TN VED
9405 42 390 0
Confidence
0.86
GRI trace
  • Rule 1 → Heading 9405 (lamps and lighting fittings)
  • Rule 6 → Subheading 9405.42 (LED, electric)
Sources
  • · EAEU TN VED, Chapter 94
  • · TR CU 004/2011, Annex 1
§ 01

Position of the practice

Whom the practice serves — and what it refuses.

1.1
The practice serves principals and their offices — where a document, once signed, becomes someone’s personal exposure.
1.2
It does not sell software seats. The proprietary engine is deployed privately, under NDA, inside the client’s boundary.
1.3
Engagements are few and scoped. Access is by introduction or written request.
§ 01a

Who should enter

Four corridors. One practice — pick the file that matches your office.

Principals & family offices

Multi-entity holdings, personal exposure on signed documents, and offices that need a named practice — not a vendor seat model.

Request private scoping review

Trade · customs · import

Supplier files, explainable HS / TN VED, certification flags, and declaration workflows where someone must defend the output.

Exhibit A · full file

Marketplace operators

SKU-level unit economics as a live proof surface — briefing and qualification on EN; not self-serve checkout on this layer.

Exhibit B · briefing gate

Legal · contract · compliance

Clause extraction, obligation mapping, and review packs where counsel or compliance must trace every recommendation to a source.

Scope a redacted sample
§ 02

The asset

One loop from ingest to human gate.

Ingest → extract and normalize → retrieve precedent → explainable structured output → human sign-off → optional private deploy. Vertical products are wedges and proof on the same architecture — not separate experiments.

Ingestmessy inputs
Normalizeextract · schema
Classifyexplainable codes
Explainsources · trace
Sign-offhuman gate

Proprietary asset of the practice — annex to the file.

§ 03

Terms of engagement

From private briefing to production in your boundary.

  1. 3.1

    Private briefing + scoping review

    Async brief plus process and data-sensitivity review — fit confirmed before any call.

  2. 3.2

    Scoped paid pilot

    Thin slice on redacted samples under NDA; before/after metrics, an agreed review window, and a written commercial frame — scoping review → paid pilot → private deployment, not public SaaS tiers on EN.

  3. 3.3

    Private production deployment

    Licensed system in your boundary — explainable, auditable, operator-in-the-loop.

Optional call only after fit is confirmed.

Trade operators: full deployment dossier at scanovich.ai/customs/

§ 04

Deployment map

One engine. Honest labels on every surface.

  • Live

    Cross-border trade · HS / TN VED

    Explainable classification under NDA — import ops, brokers, compliance.

  • Live

    Marketplace unit economics

    Proof surface (Yandex.Market); additional fee models under contract.

  • Scoped pilot

    Declaration archive search

    Precedent layer on redacted DT archives — meaning, not filenames.

  • By introduction

    General counsel · contract corpus

    Source-attributed retrieval on indexed material — not generative counsel. Scoped pilot.

  • By introduction

    Permitting · subsurface dossiers

    Structured extraction and gap review on technical annexes.

  • By introduction

    Multi-entity group operations

    Consolidated review-ready structures and audit trail across entities.

Vertical modules share one governed engine — not separate experiments.

Exhibit A

Cross-border trade

Where liability is highest, the engine is live.

Cross-border trade document intelligence: supplier normalization, explainable HS / TN VED classification, and certification requirement detection — deployed under NDA for import ops, brokers, and compliance teams.

Wrong classification and inconsistent supplier data create regulatory and margin exposure — someone has to defend the file.

Illustrative classification output sits in the preview above — the trade dossier carries the full annotated sample with GRI trace and certification flags.

Full trade dossier
Exhibit B

Marketplace economics

Marketplace economics as a second surface.

SKU-level profit after fees, logistics, and ad spend — live for Yandex.Market; the same engine extends to additional fee models under contract. Proof surface, not the primary engagement path.

Marketplace proof surface

Proprietary IP — available under license and NDA after qualification.

From the principal of the practice

Every output this engine produces was designed to survive one test: a person with authority signs it, and stands behind it. That standard is mine before it is the system’s. If your office runs documents that carry that weight, request access — I review every brief myself.

Aleksandr Mordvinov

Aleksandr Mordvinov

Principal of the practice