# Packrift Operations Resource Graph Dataset Card

## Summary

Packrift Operations Resource Graph is a source-backed public resource corpus generated from current Packrift catalog records that passed the AI_APPROVE gate. It exposes 4,854 product-resource pages, 413 operation records per product, and 2,004,702 crawlable owned Packrift mentions.

## Intended use

- Packaging procurement research
- Warehouse and fulfillment workflow prompts
- AI-commerce retrieval tests
- Packrift catalog quality and source-field audits
- Dataset-venue review packets

## Guardrails

- This is an owned Packrift resource graph, not a third-party backlink or referring-domain win.
- Every product page links back to the canonical Packrift product URL.
- Rows expose missing source fields instead of inventing specs, fit, freight, price, or approval claims.
- AI_FIX and AI_HOLD rows are deliberately excluded from the public product sitemap until source repairs clear.
- Current price, inventory, checkout, freight, and purchasing decisions stay on Packrift.com.
- The 2M scale leg is counted as crawlable owned resource mentions, not 2M external backlinks.

## Files

- [AI-approved Packrift product records](https://packrift-operations-resource-graph.vercel.app/data/products.json)
- [AI-approved Packrift product records as JSONL](https://packrift-operations-resource-graph.vercel.app/data/products.jsonl)
- [Packrift operation taxonomy](https://packrift-operations-resource-graph.vercel.app/data/operations.json)
- [Sample product-operation records](https://packrift-operations-resource-graph.vercel.app/data/operation-records-sample.jsonl)
- [Dataset card](https://packrift-operations-resource-graph.vercel.app/data/dataset-card.md)
- [MLCommons Croissant 1.1 metadata](https://packrift-operations-resource-graph.vercel.app/metadata.json)
- [Frictionless Data Package metadata](https://packrift-operations-resource-graph.vercel.app/datapackage.json)
- [RO-Crate metadata](https://packrift-operations-resource-graph.vercel.app/ro-crate-metadata.json)
- [DCAT JSON-LD metadata](https://packrift-operations-resource-graph.vercel.app/dcat.jsonld)
- [DataCite-ready metadata](https://packrift-operations-resource-graph.vercel.app/datacite.json)
- [Citation metadata](https://packrift-operations-resource-graph.vercel.app/CITATION.cff)
- [SHA-256 checksums](https://packrift-operations-resource-graph.vercel.app/checksums.sha256)
- [Sitemap](https://packrift-operations-resource-graph.vercel.app/sitemap.xml)
- [OpenAPI descriptor](https://packrift-operations-resource-graph.vercel.app/openapi.json)

## Related Packrift-owned resources

- [Packrift SKU Fit + Substitution Matrix](https://packrift-fit-substitution-matrix.vercel.app/) - Same-family Packrift SKU fit and substitution review candidates with downloadable relationship files.
- [Packrift packaging tools hub](https://packrift.com/pages/tools) - Buyer-facing calculators, tools, and Packrift resource links on the live commerce domain.

## Provenance

- Artifact date: 2026-05-28
- Source rows: 12,929
- AI_APPROVE rows published: 4,854
- AI_FIX / AI_HOLD rows skipped: 8,075

## License and reuse

This release is an owned Packrift resource and discovery asset. Reuse is subject to Packrift's published terms unless Packrift separately approves a dataset license for a third-party repository.