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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-5 Biopharma with Active Digital Twin Program

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

<1 moto go live
$2M+investment unlocked
Real-timedata feed
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Global Top-10 Biopharma and Biologics CDMO

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

3,046hours saved per program
~98%less manual data work
Zeronew headcount
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Clinical-Stage In Vivo Cell Therapy Company

Unified process data across process development and MSAT.

$400Kcosts avoided
5platforms unified
12–18 mobuild effort avoided
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