Appendix B — Illustrative Workflow

A cell-therapy manufacturer deploys Echo:

  • Live integration of lab assay data and ERP records.

  • Predictive models flag yield variance before batch completion.

  • Regulatory teams access complete provenance for audits.

  • IP-linked incentives and digital participation credits reduce infrastructure costs while rewarding verified contributors.

Results: 35 % faster deviation detection, 20 % higher yield, enterprise-wide visibility.

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