{
  "markdown": "# Public Procurement — Open Knowledge Format (OKF) bundle\n\nAn [Open Knowledge Format](https://github.com/GoogleCloudPlatform/knowledge-catalog/tree/main/okf) (OKF v0.1) bundle describing the public-procurement tender corpus analysed by **Lucius AI**, and the headline findings from *The State of Public Procurement 2026*.\n\nIt packages — as plain markdown + YAML frontmatter, readable by humans and AI agents alike — the dataset, the key timing and complexity metrics, and the source report.\n\n| | |\n|---|---|\n| **Source / full report** | https://ailucius.com/research/state-of-public-procurement-2026 |\n| **Producer** | Lucius AI Systems, Inc. — compliance-first tender intelligence — https://ailucius.com |\n| **Corpus** | 68,717 public tenders · 10 official sources · 7 countries (UK, US, Canada, Australia, New Zealand, Ireland, Norway; wider EU/EEA via TED) |\n| **Format** | [OKF v0.1](https://github.com/GoogleCloudPlatform/knowledge-catalog/tree/main/okf) — start at [`index.md`](index.md) |\n| **License** | [CC BY 4.0](LICENSE) — reuse freely with attribution to Lucius AI |\n\n## Layout\n\n```\n.\n├── index.md                              # entry point — progressive disclosure\n├── log.md                                # update history\n├── datasets/\n│   └── public-procurement-corpus.md      # the 68,717-tender corpus\n├── metrics/\n│   ├── median-submission-window.md       # 15-day median bid window\n│   ├── submission-window-by-country.md   # per-country windows (US 12 → AU 97)\n│   ├── short-fuse-distribution.md        # ≤7 / ≤14 / ≤30 day shares\n│   └── requirement-density.md            # 45 median / 694 max requirements\n└── references/\n    └── state-of-public-procurement-2026.md  # source report + methodology\n```\n\n## What is OKF?\n\nThe [Open Knowledge Format](https://cloud.google.com/blog/products/data-analytics/how-the-open-knowledge-format-can-improve-data-sharing/) is an open spec from Google Cloud for representing organisational knowledge — datasets, metrics, sources — as a directory of markdown files with YAML frontmatter, so the same knowledge can move between humans, AI agents, tools, and organisations. This bundle is conformant with OKF v0.1.\n\n## About Lucius AI\n\nLucius AI reads any RFP, tender or contract for clause-vs-clause contradictions, penalty traps and compliance gaps with page-cited evidence, then drafts compliant proposals across the full bid. The statistics in this bundle are a by-product of analysing public procurement at scale. → https://ailucius.com\n",
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