{
  "updated": "2026-11-06",
  "stage": "pre-launch",
  "live": [
    {
      "title": "Pre-labelling engine",
      "text": "Self-hosted open-weights models, for example Segment Anything and domain-tuned LLMs, produce a first pass of labels."
    },
    {
      "title": "Encryption",
      "text": "Data is encrypted in transit and at rest."
    },
    {
      "title": "PII redaction",
      "text": "Personal data is removed before anyone reviews an item."
    },
    {
      "title": "Access controls",
      "text": "Access to data is set per project and per role."
    }
  ],
  "next": [
    {
      "title": "Expert reviewer network",
      "text": "We are recruiting subject-matter experts now."
    },
    {
      "title": "Pilot projects",
      "text": "Taking requests now. Pilots start once the first reviewers are in place."
    },
    {
      "title": "Agreement checks",
      "text": "Blind review by several experts on ambiguous items, tracked with Fleiss’ kappa and Cohen’s kappa."
    },
    {
      "title": "Audit trails",
      "text": "A record of who viewed or changed each item."
    },
    {
      "title": "Paid plans",
      "text": "Managed annotation, dedicated expert pods and evaluation sets."
    }
  ],
  "steps": [
    {
      "step": 1,
      "title": "Ingest and redact",
      "tag": "ingest",
      "status": "live",
      "note": "Encryption, redaction and access controls run today."
    },
    {
      "step": 2,
      "title": "Pre-label",
      "tag": "pre_label",
      "status": "live",
      "note": "The pre-labelling engine runs today."
    },
    {
      "step": 3,
      "title": "Expert review",
      "tag": "sme_review",
      "status": "next",
      "note": "Starts with the first pilot projects."
    },
    {
      "step": 4,
      "title": "Agreement check and delivery",
      "tag": "consensus_qa",
      "status": "next",
      "note": "Planned for the first pilot projects."
    }
  ],
  "target": {
    "figure": "70–80%",
    "label": "of labels pre-filled by models before expert review",
    "kind": "Design target, not a measured result.",
    "source": "Source needed: this figure comes from our internal business plan and has not yet been measured on a client project."
  }
}