About WCSSRG
Automated AI TMF inspection for regulated clinical operations.
WCSSRG builds evidence-bounded automation for regulated information systems. Our primary focus is Panorama TMF QC, an AI-assisted TMF inspection platform designed to help sponsors, CROs, and clinical operations teams assess eTMF quality, metadata integrity, document completeness, traceability, ALCOA+ evidence signals, and inspection readiness.
What we do
Inspection automation for evidence-heavy environments.
Regulated organizations are under pressure to review more documents, more metadata, more workflows, and more system evidence without sacrificing quality or defensibility. Traditional manual review and sampling-based QC can leave blind spots, especially when teams are preparing for inspection or trying to understand quality risk across large information systems.
WCSSRG approaches automation differently. We focus on structured, reviewer-ready workflows that make findings traceable, explainable, and usable by clinical operations, quality, technology, and executive stakeholders.
Primary platform
Panorama TMF QC: AI-assisted TMF inspection and eTMF quality control.
Panorama TMF QC is built for teams that need a clearer, faster, and more defensible view of Trial Master File quality. It supports AI TMF inspection by combining structured automation with human-reviewable outputs and inspection-readiness logic.
eTMF structure review
Assess whether artifacts, zones, folders, classifications, and expected document categories align with the study operating model and TMF structure.
Metadata integrity
Review key metadata fields such as document type, site, country, milestone, status, dates, ownership, and classification consistency.
Completeness signals
Identify potential missing, duplicate, incomplete, misfiled, or unexpected records that may create inspection-readiness risk.
Traceable findings
Connect findings back to source evidence, review logic, and remediation workflows so issues can be investigated and defended.
ALCOA+ evidence review
Support review of whether records appear attributable, legible, contemporaneous, original, accurate, complete, consistent, enduring, and available.
Inspection readiness
Prioritize the issues most likely to matter during sponsor oversight, quality review, health authority inspection, or internal audit preparation.
Our point of view
AI should make inspection work more defensible, not more mysterious.
In regulated environments, “AI insights” are not enough. Teams need to understand what was reviewed, what logic was applied, what evidence supports the finding, what remains uncertain, and where human judgment is required.
WCSSRG designs AI and automation around evidence discipline: bounded workflows, structured outputs, traceable results, clear exception handling, and practical human review. The goal is not to replace qualified reviewers. The goal is to help them find risk earlier, review more consistently, and prepare more confidently.
Roadmap
From TMF inspection to broader regulated system inspection.
Panorama TMF QC begins with Trial Master File inspection because the TMF is a high-value, evidence-heavy, inspection-critical system. The same inspection automation patterns can extend to other regulated information environments where data quality, traceability, completeness, and auditability matter.
Safety systems
Inspection support for pharmacovigilance records, case processing evidence, safety workflows, reconciliation, and signal-related documentation.
LIMS
Review of laboratory information, sample traceability, testing records, metadata quality, chain of custody, and exception evidence.
Manufacturing
Inspection automation for manufacturing records, batch evidence, deviation support, process data, and operational quality documentation.
Quality systems
Support for quality records, CAPA evidence, audit trails, controlled documents, training records, and inspection-response preparation.
Executive Advisory
Information systems, automation, and AI advisory for regulated leaders.
WCSSRG continues to provide executive advisory services for organizations making consequential decisions about information systems, automation strategy, AI adoption, operating models, vendor selection, governance, and enterprise transformation.
- AI and automation strategy for regulated operations
- Information systems roadmap and operating model advisory
- Clinical, quality, and enterprise technology modernization
- AI governance, risk framing, and executive decision support
- Process automation and inspection-readiness workflow design
- Vendor, platform, and architecture evaluation
How we work
Built for the realities of regulated work.
Evidence first
Outputs should be connected to source evidence, not presented as unsupported conclusions.
Human-reviewable
Automation should accelerate expert review while preserving accountable human judgment.
Explainable by design
Findings should be understandable to operators, quality leaders, auditors, and executives.
Operationally practical
Inspection automation has to fit real teams, real constraints, real systems, and real timelines.
Next step
See how AI TMF inspection can support inspection readiness.
Explore Panorama TMF QC or connect with WCSSRG about executive advisory for information systems, automation, and AI.