For Life Sciences

Investigations, narrated and sourced.

Lore reads complaint files, deviation reports, and CAPA investigations — and writes a chronological, cited narrative for the QA reviewer and the inspection-ready record.

For pharma, medical-device, biotech, and CRO organizations running ServiceNow as the case-of-record system for quality investigations, complaints, or regulatory inquiries.

What changes for you.

The pain points Lore targets in life sciences.

  • Complaint files accumulate emails, lab reports, batch records, and trend data over months
  • Investigators inherit cases mid-stream and have to reconstruct context from folders
  • Inspection readiness depends on a defensible audit trail of every document and share
  • Multi-doc PDFs from suppliers and CROs arrive as one big file

In your vocabulary.

Same product, your terms. These features show up the same way in every industry; what changes is the language and the workflow they fit into.

Story-shaped Timeline

Open a complaint file and read it as prose — receipt, triage, lab work, batch records, conclusion — with citations. The 'gaps' section flags what's not yet documented.

Drag-and-watch multi-document splitting

Supplier and CRO documents arrive as a single PDF and land as N classified, separately filed records — batch record, lab report, deviation report, trend data.

Customer-owned taxonomy

Classify against your QMS records vocabulary — Deviation, OOS, Complaint, CAPA, Batch, Lab — not a generic vendor schema.

IP-stamped API responses

Every API response carries copyright and product headers. FDA-inspector-ready audit trail; defensible IP boundary.

Confidence-routed human review

Low-confidence classifications surface for QA confirmation before they're filed. The model never silently mislabels a deviation as an OOS.

Two-tier case summary

Generate a 500-word case summary for inspection prep or for the deviation-to-CAPA handoff. Editable in place as the investigation develops.

Auto-revoke on party-remove

When a CRO partner rolls off the investigation, every share they hold is revoked automatically. SharePoint deletes the permission; the audit log captures it.

Compliance anchors

  • FDA 21 CFR Part 11
  • GxP audit-grade logging
  • GMP records retention

ServiceNow tables it runs on

  • sn_grc_compliance
  • sn_customerservice_case
  • custom_quality_case

See Lore on a investigation.

A short form gets you into a working demo against a synthetic case.