WHAT IFS® Glassbox AI

DETERMINISTIC PHYSICS FOR BIOMANUFACTURING

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THE INDUSTRIAL CORTEX™

(The Problem): Solving the $60 Billion Validation Gap.

Reduce Validation Latency by 18 Months

 

Deterministic Validation

Replace generic trial-and-error with physics-based certainty. Guarantee scale-up parameters before steel meets ground.

10,000 Scenarios in 3 Minutes

Exhaustively map the entire failure space via massively parallelized JAX solvers on TPUs.

Zero-Hallucination

Engine Unlike generative AI, our solvers enforce conservation of mass and energy. We don't guess; we calculate.

Fine‑Scale Flow Resolution

Resolves the fine‑scale flow environments that damage biologics — the ones legacy CFD tools smooth out or miss entirely.

Automated FDA Evidence

Generates FDA‑ready documentation automatically, turning complex simulation output into submission‑grade evidence.

Privacy‑Preserving Computation

Uses privacy‑preserving computation so proprietary formulations never leave your environment.

High‑Viscosity Therapeutic Modeling

Built for high‑viscosity, high‑value therapeutics — the formulations standard tools struggle to model.

No‑Code Engineering Canvas

An easy‑to‑use workspace that transforms complex processes into clear, interactive models leaders can explore, compare, and approve with confidence.

Deterministic Scale‑Up Transfer

Ensures that validated parameters behave identically from bench to pilot to full‑scale manufacturing — eliminating the uncertainty that derails timelines and budgets.

Portable Process Knowledge

Captures and transfers validated process decisions across teams, sites, and continents — preserving the expertise that usually lives in people’s heads.

Complexity Without Code.

Visually assemble your facility topology. We automatically instantiate the governing physics to guarantee scale-up before you pour concrete.

Massive Parallelism


10,000 Scenarios in 3 Minutes.
We leverage JAX on TPUs to exhaustively map the failure space. Don’t just find a working parameter; mathematically prove the safe operating limits before you run the batch.

Zero-Run Validation

Eliminate the Water Run Tax.
Validate facility capability in silico before steel meets ground. Remove the 18‑month capital latency of physical trial‑and‑error by solving the physics first.

Deterministic Scale-Up

Physics, Not Probability.
Unlike AI that hallucinates, our engine enforces conservation laws (Mass & Energy). Guarantee that your 2L lab results scale to 20,000L production without deviation.

Lattice‑Based Security

Encrypted Compute, Not Exposure.
Train and validate on proprietary process recipes without ever decrypting the underlying IP. A true Zero‑Trust architecture for CDMOs.

Simulate 10,000 scenarios in 3 minutes.

Eliminate 18 months of validation latency.

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