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A cross-cutting digital transformation playbook for late-stage CMC programs: laboratory systems, process OT, integrated analytics, AI/ML copilots, and GxP governance — applied across peptide and viral-vector process contexts.
GLP-1 peptide case study · ChAd vaccine case study · Digital CMC Lifecycle Playbook
Explore the six-layer stack: lab data flow, synthetic Live OT connectors (OPC/historian/MES stubs), analytics hubs that deep-link SPC/CPV, and AI copilots with clear roadmap panels for plant-side feeds.
Process models alone do not deliver Pharma 4.0. Lab systems, PLC/DCS recipes, historians/MES context, analytics, and AI must be designed as one stack with GxP governance — then grounded in real process programs such as GLP-1 TFF or ChAd USP.
This case study hub is public. The interactive suite and many linked tools show Access Required unless you have platform access; public-preview analytics tools remain open.
Automation is modality-agnostic. Use an existing case study as the manufacturing context, then apply the digital stack on top.
Work top to bottom — each layer links platform tools and suite tabs for that part of the stack.
Connect electronic lab notebooks and LIMS so methods, samples, and results flow with lineage into process development — not as side-channel spreadsheets. Synthetic demo maps show how assay results and sample IDs feed characterization and PPQ sampling plans.
Key Questions at This Layer
Outcomes
Platform Tools
Lab Data-Flow Map
Checking access…Synthetic ELN/LIMS → process data flow
High-Throughput Workcell Planner
Checking access…Workcell config, LIMS/ELN payload sim, PLC scripting hooks
Workcell Guided Tour
Checking access…Presenter walkthrough — intent → interlocks → Ladder Logic
DoE Generator
Checking access…Characterization designs fed by lab results
Formulation Analysis
Checking access…Lab screening outputs into process context
Recipes, interlocks, and sequence logic that run the plant. The suite ships a synthetic control-logic step-through plus Live OT connectors (OPC-UA / historian / MES stubs with polling tags) — demo plants only, not production PLC/SCADA.
Key Questions at This Layer
Outcomes
Platform Tools
Live OT Connectors
Checking access…OPC-UA / historian / MES synthetic live tag stream
Control Logic Viewer
Checking access…Synthetic recipe / sequence walkthrough
PM Suite — Automation / DCS
Checking access…CapEx and schedule impact of automation scope
Engineering Change Control
Checking access…Automation / DCS change packages
Historians, MES batch context, and governed lineage that turn OT tags and lab results into CMC-ready datasets. Synthetic Live OT connectors stream demo tags and MES batch context; plant VPN / production OPC remain out of scope on Vercel.
Key Questions at This Layer
Outcomes
Statistical process control, continued process verification, DoE, and supply risk modeling on top of contextualized CMC data — the operational analytics layer that proves state of control (FDA Stage 3 / ICH Q10).
Key Questions at This Layer
Outcomes
Copilots and assistive models over governed knowledge and process context — regulatory RAG, PFD/document assist, and narrative hooks for predictive deviation insights. Not a black-box release system; human-in-the-loop with citations.
Key Questions at This Layer
Outcomes
Computer system validation / CSA, 21 CFR Part 11 controls, and change control so automation and AI stay inspection-ready. Ties digital tools to CQV, compliance demos, and engineering change packages.
Key Questions at This Layer
Outcomes
Automation stack shortcuts
Jump into suite tabs without scrolling the full layer list.
Open the Digital Automation suite, then ground analytics and AI in a GLP-1 or ChAd process context. Save an automation assessment snapshot to either program when you have access.
Public-domain demonstration. This case study uses synthetic lab/OT data flows and generalized CMC language. It does not connect to live MES, LIMS, SCADA, or proprietary plant systems, and is not affiliated with any specific organization's automation stack.