Autonomous Industrial Product Intelligence

Transform raw catalog data into validated, source-grounded commerce records.

Autonomous classification, controlled vocabulary normalization, deterministic validation rules, and zero-hallucination sourcing for industrial supply chain catalogs.

Start Free Workspace Explore 8-Stage Pipeline

Target Schema

252 Columns

100% Golden Match

Hallucination Gate

>= 80% Conf.

Strict Gatekeeper

LOV Resolution

99.4% Clean

Master Data Bound

Processing Time

< 1.8s / SKU

High Throughput

catalogforge-engine / job-trace-9182.oem

CONFIDENCE: 98.6%TIER-1 OEM VERIFIED

Input Stream • Stage 01DIRTY SUPPLIER CSV

"HOM2100 SqD 100A 2P 120/240V Miniature Breaker -- Unbranded -- N/A"

⚠️ Placeholders Detected: 2 tokens cleaned

⚡ Schema Mapping: 11 Raw Supplier Headers

Normalization • Stage 04LOV GROUNDED

MPN: HOM2100

Current: 100 A (UOM normalized)

Voltage: 120/240 V AC

Poles: 2

Provenance: se.com (Official OEM)100% Whitelisted

Published Output • Stage 08252 COLS COMMITTED

Electrical > Distribution > Circuit Breakers

UNSPSC: 40151500

Rule Validation: 14/14 Passed

AUTO-PUBLISHEDAUDIT LOGGED

Architecture Blueprint

Deterministic 8-Stage Pipeline

Every raw record travels through strict, auditable stages with clear confidence boundaries and validation rules.

STAGE 01

Pre-flight & Ingestion

CSV, XLSX, and multi-modal image scanning with automatic placeholder elimination.

STAGE 02

Classification & Taxonomy

Maps raw parts to Department > Class > Fine taxonomy and standardized UNSPSC codes.

STAGE 03

Attribute Enrichment

Extracts technical specs from verified OEM sources with fraction & UOM normalization.

STAGE 04

Controlled Vocab (LOV)

Resolves synonym drift into authoritative Master Data dictionary values.

STAGE 05

Deterministic Validation

Applies mathematical boundary rules, range bounds, and regex constraints.

STAGE 06

Confidence Scoring

Multi-factor probabilistic scoring with transparent provenance evidence.

STAGE 07

HITL Review Studio

Routes ambiguous records to human reviewer queues with side-by-side visual diffs.

STAGE 08

252-Col Delivery Export

Exports production-ready data into golden 252-Column Excel and CSV delivery format.

Enterprise Governance

Built for Industrial Catalog Scale

Engineered specifically for electrical, plumbing, HVAC, and industrial distributor datasets.

Controlled Vocabulary (LOV)

Maps hundreds of supplier variations (e.g. "Polycarbonate", "PC", "Polycarb") into exact approved master data terms automatically.

Standardization Rate:> 99.2% Resolved

Zero-Hallucination Gatekeeper

Strict 80% confidence threshold on visual OCR and web retrieval. Rejects guesses and flags unverified records for human review.

Gatekeeper Policy:100% Grounded

Immutable Audit Trail

Every value change, confidence score calculation, and reviewer action is logged permanently in Azure SQL with ISO timestamps.

Compliance Standards:SOC-2 / ISO Ready

Ready for Production

Ready to Automate Your Industrial Catalog Pipeline?

Ingest raw spreadsheets, inspect real-time confidence scores, eliminate placeholders, and export 252-column enterprise master records.

Launch Your Workspace

CatalogForge

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