Data Quality & Extraction

Every source document scored, parsed, and structured. Automatically.

Design specs, process flows, P&IDs, work orders, supplier reports, test results, field complaints. 56+ attributes extracted per record. Quality-scored before analysis begins.


How it works

Every source document becomes FMEA-ready evidence.

56+ Attribute Extraction

Failure modes, causes, effects, mechanisms, functions, components, actions, and compliance indicators. Extracted from design specs, process documentation, work orders, and field records automatically.

Multi-Source Ingestion

PDFs, Excel, P&IDs, technical drawings, CAD exports, supplier quality reports, CMMS records, test results, and free-text complaints. All parsed field by field. System topologies identified.

15+ Data Quality Validators

Completeness, accuracy, consistency, timeliness, and traceability. Each source document gets a composite quality score. Gaps flagged before FMEA generation begins.

Quality Heatmaps

See data quality across equipment groups, product lines, suppliers, and document types. Know exactly where the evidence gaps are before building risk strategy.

Batch Processing

Process thousands of records in parallel. Fast mode for quick scoring, chain mode for deep extraction. Results in minutes, not weeks.

Configurable Rubrics

Use our scoring rubrics or bring your own. Adapt to your taxonomy, AIAG-VDA requirements, IEC standards, and compliance expectations.

Source types
Design Specifications
Process Flows
P&IDs & Drawings
Work Orders
Field Complaints
Supplier Reports
Test Results
CMMS / EAM Records
Existing FMEAs
Control Plans
Inspection Data
DVP&R
BOMs
SOPs & Work Instructions
Technical Bulletins
Warranty Claims

See your data quality score.

Upload a sample. We score it in minutes.

Book a working session

One system proven in 3 weeks. 80–90% engineer-ready or you walk away with the deliverables.

Privacy Settings
We use cookies to enhance your experience while using our website. If you are using our Services via a browser you can restrict, block or remove cookies through your web browser settings. We also use content and scripts from third parties that may use tracking technologies. You can selectively provide your consent below to allow such third party embeds. For complete information about the cookies we use, data we collect and how we process them, please check our Privacy Policy
Youtube
Consent to display content from - Youtube
Vimeo
Consent to display content from - Vimeo
Google Maps
Consent to display content from - Google
Spotify
Consent to display content from - Spotify
Sound Cloud
Consent to display content from - Sound