for AI labs

Structured technical data, ready for your models

Stop building data pipelines. Start training.
High-quality, domain-specific technical data in JSON/Parquet — verified, ontology-mapped, and ready to fine-tune.

Request Data Sample See Our Pipeline

the problem

Why your models don't understand technical specs

LLMs hallucinate on technical specs because training data quality is poor

Datasheets are PDFs — not structured datasets your models can learn from

Generic crowd-labeling can't handle domain-specific technical documentation

Building your own extraction pipeline takes months and millions of dollars

what you get

Production-ready datasets out of the box

Not raw text dumps — fully structured, typed, classified data that your training pipeline can consume immediately.

Structured JSON / Parquet

Every data point typed, labeled, and ready for your training pipeline

Complete Ontology

Hierarchical taxonomy with categories, families, and relationships

Cross-referenced Metadata

Product relationships, alternatives, compatibility data included

Validation Benchmarks

Accuracy scores and confidence levels for every extracted field

Regular Updates

New products and manufacturer updates delivered on schedule

Custom Schema Support

Map our data to your internal schema and field naming conventions

EU AI Act Provenance

Full data lineage: source document, extraction date, verification status. Audit-ready for regulatory compliance

Raw documents being transformed into structured data cubes

the transformation

Chaos in, structure out

→

Domain-trained models

Custom AI specifically trained on industrial technical documentation.

→

Human-verified quality

Every extraction validated by domain experts. 99.7% accuracy guarantee.

→

Ready for fine-tuning

Pre-structured datasets in JSON/Parquet, ready for model training pipelines.

data preview

What our structured output looks like

product_structured.json

{
  "product_id": "EVH-SIE-S71500",
  "manufacturer": "Siemens",
  "model": "S7-1500",
  "category": ["Automation", "PLCs", "Modular"],
  "specs": {
    "cpu_type": { "value": "1515-2 PN", "type": "string" },
    "protocol": "PROFINET / PROFIBUS",
    "temperature_range": {
      "min": 0, "max": 60, "unit": "°C", "type": "range"
    },
    "input_voltage": {
      "min": 19.2, "max": 28.8, "unit": "V DC", "type": "range"
    },
    "power_consumption": { "value": 8.5, "unit": "W", "type": "float" },
    "dimensions_mm": { "w": 70, "h": 147, "d": 135 },
    "weight_g": 460,
    "mtbf_hours": 400000,
    "ingress_protection": "IP20"
  },
  "certifications": ["CE", "UL 508", "IEC 61131"],
  "compliance": {
    "rohs": true, "reach": true, "weee": true
  },
  "lifecycle": "Active",
  "cross_references": ["6ES7515-2AM02-0AB0", "S7-1500F"],
  "source_document": "S7-1500_Datasheet_v3.1.pdf",
  "extraction_confidence": 0.987,
  "last_verified": "2026-02-20T14:30:00Z",
  "provenance": {
    "source_url": "https://manufacturer.com/VG-M04W",
    "ingested_at": "2026-02-18T09:00:00Z",
    "pipeline_version": "4.2.1",
    "human_verified": true
  }
}

verticals available

Data across multiple industries

Vertical Status Coverage

Industrial Electronics Available Now 2M+ documents, 60+ manufacturers

Electrical Components Next Schneider, Phoenix Contact, WAGO — 2,000+ brands

Industrial Automation Next Siemens, Rockwell, ABB — 500+ brands

Test & Measurement Next Keysight, Fluke, Rohde & Schwarz — 300+ brands

MRO Supplies Next 3M, Honeywell, Stanley — 10,000+ brands

Chemical / SDS Q3 2026 Legally mandated public data (REACH/CLP)

HVAC & Energy Q4 2026 Daikin, Carrier, solar/battery manufacturers

pricing

Flexible models for every scale

Dataset Licensing

Per-vertical subscription with regular updates

API Access

Usage-based pricing, query structured data on demand

Custom Pipeline

Bring your own docs — we structure and return

Enterprise

Custom volumes, dedicated pipeline, SLA guarantees

All pricing is customized based on volume, verticals needed, and update frequency. Contact us for a tailored quote.