Use Cases PILOT TO COMMERCIAL SCALE-UP

500L pilot → 2,000–20,000L commercial

At commercial scale, hydrostatic pressure effects and extended mixing times create process conditions that don't exist in pilot vessels. A single underperforming commercial run costs $40–200K+. Fermvyne's commercial-scale module accounts for the physics that pilot-scale parameters can't predict.

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Large industrial fermentation vessel at commercial scale with instrumentation and control panel in background
WHAT CHANGES AT COMMERCIAL SCALE

The physics that pilot scale doesn't surface.

Hydrostatic pressure and dissolved oxygen

In a 10,000L vessel with a 3m liquid height, the absolute pressure at the vessel base is approximately 1.3 atm. Henry's law dictates that dissolved oxygen partial pressure at the base is 30% higher than at the liquid surface. This means your DO probe — typically mounted mid-height — reports an average value that masks a distinct vertical gradient.

For organisms with oxygen affinity constants (Km_O2) above ~20% saturation, cells spending circulation time in the lower-DO surface zone experience periodic oxygen limitation even when the bulk-average reading stays above setpoint. Fermvyne's commercial module models this vertical DO gradient and flags the fraction of cell circulation time spent in the sub-setpoint zone.

Mixing time and substrate homogeneity

Mixing time at 10,000L typically runs 4–8 minutes, even with well-configured multi-impeller systems. For fed-batch glucose control, this means a local substrate concentration near the feed sparger that can be 5–15× higher than the bulk concentration for several mixing cycles after each feed pulse.

For overflow-sensitive organisms, these substrate spikes can trigger local acetate (or other overflow metabolite) accumulation even if the bulk-average feed rate stays below the overflow threshold. Fermvyne estimates the effective substrate spike concentration from feed inlet position, mixing time, and local flow velocity.

COMMERCIAL MODULE OUTPUTS

What the commercial-scale simulation produces.

01

Pressure-corrected kLa and DO profile

kLa estimated at commercial scale accounting for vessel geometry, impeller configuration, and depth-weighted pressure. DO profile includes estimated vertical gradient and surface vs base DO difference — not just a single DO% curve.

02

Substrate gradient risk window

For fed-batch systems, Fermvyne identifies the periods during the culture where feed inlet substrate concentration spikes are most likely to trigger local overflow — and recommends feed inlet positioning and pulse timing adjustments to reduce spike amplitude.

03

Impeller configuration comparison

Fermvyne evaluates 2–3 impeller configuration options for your vessel and returns a comparative kLa, shear sensitivity flag, and energy input (Pg/V) for each. Useful when selecting between Rushton, PBT, and Lightnin A315 configurations for a new commercial vessel.

04

Titer prediction with commercial-adjusted parameters

Final titer prediction incorporating the commercial-scale physical constraints, calibrated to your pilot run phenotype. Output includes a base case and a risk-weighted scenario (assuming 15% kLa underperformance vs prediction — common at first commercial run) for financial planning.

Plan your commercial-scale run.

Upload your pilot run data and commercial vessel specifications. Fermvyne returns a pressure-corrected process protocol and titer prediction before your commercial campaign begins.