LabelSense
Command Center

Regulatory & Documentation Assurance

LabelSense reads across a device's entire document set at once — requirements, IFU, labels, standards, and design docs — to help regulatory, quality, and V&V teams author, verify, and reconcile documentation. Every output is citation-backed and human-approved.

Illustrative demo data
12
Documents ingested
80%
Requirements coverage
5
Open contradictions
14
Standards obligations mapped
71%
Evidence completeness
9
Awaiting human approval

Requirements coverage

Across 128 tracked requirements for Model RX-1 Portable Therapy Device.

80% coverage
Met · 16Partial · 2Not-Met · 1Unsupported claim · 1

Device overview

Class II · electro-mechanical with embedded software

Model RX-1 Portable Therapy Device
Accessories
  • Docking / charging station
  • Rechargeable battery pack
  • Reusable patient interface module
  • Sensor module
Consumables
  • Single-use delivery / tubing set
  • Replaceable filter cartridge
  • Disposable sensor pad

Recent agent activity

4 agents coordinating
  • Critic AgentConflict2 min ago

    Flagged 1 value conflict in RX-1 Product Label (battery runtime 3.5 h vs REQ 4 h).

  • Evidence AgentInfo14 min ago

    Linked 6 citations to REQ-LAB-014 (Operating Temperature).

  • Extraction AgentInfo1 h ago

    Extracted 12 new obligations from IEC 60601-1 Ed. 3.2.

  • Authoring AgentAwaiting review2 h ago

    Drafted IFU §5.2 revision — awaiting human approval.

  • Critic AgentAwaiting review3 h ago

    Detected terminology drift: 'patient interface module' vs 'therapy applicator'.

Agent team

A coordinated team, not a monolith.

  • Extraction Agent

    Parses documents & standards, extracts obligations and requirements.

  • Authoring Agent

    Drafts labeling and IFU content grounded in the source set.

  • Critic / Verifier Agent

    Cross-checks drafts against requirements, standards, and other documents.

  • Evidence Agent

    Attaches citations and traces obligations to verification evidence.

Human approval gate
Nothing becomes official automatically. Draft → In Review → Approved.