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url: https://invertbio.com/case-studies
path: /case-studies
kind: marketing
---

Case Studies

# What the data layer looks like in production.

Cell therapy, biologics, and CDMO teams using Invert to unlock stalled AI programs, recover thousands of hours per program, and close deviations in days instead of weeks. Real architectures, real numbers, named.

Top 10 Biopharma

### Operationalized a $2M+ digital twin by closing the Ambr250 data gap.

<1 moto go live

$2M+investment unlocked

Real-timedata feed

[Read the case study](/case-studies/digital-twin)

Top 10 CDMO

### Recovering 3,000+ FTE hours per program in CMC biologics development.

3,046hours saved per program

~98%less manual data work

Zeronew headcount

[Read the case study](/case-studies/cmc-biologics)

Clinical-Stage Cell Therapy

### Unified process data across process development and MSAT.

$400Kcosts avoided

5platforms unified

12–18 mobuild effort avoided

[Read the case study](/case-studies/bioreactor-platforms)