Use Cases

Use cases from our work

Anonymised engagements with biopharmaceutical manufacturers: the problem, how we approach it and how the PoC runs. We add results as each engagement produces them.

Contract manufacturing (CDMO)

Turning line qualification runs into a permanent process reference

A contract manufacturer qualifying new production lines wants the qualification runs to keep working after the report: as a reference that watches every campaign that follows.

Vaccine manufacturing

Early warning for vaccine fermentation batches

A vaccine manufacturer wants to see that a fermentation batch is drifting while there is still time to act, instead of learning it from an offline assay after the run.

Biopharmaceutical manufacturing

Finding where a digital twin pays off in a recombinant protein process

A manufacturer of a recombinant therapeutic protein asks where a digital twin pays off first: upstream, refolding or purification.

Biopolymer manufacturing

Seeing the product grade before the batch is over

A biopolymer manufacturer whose demand exceeds capacity wants to know, while a batch still runs, which molecular-weight grade it is heading for.

Contract manufacturing (CDMO)

Making the small scale predict the large one

A microbial contract manufacturer wants its run histories at two scales to say, before a campaign, how a transferred process will behave at full scale.

Veterinary vaccines

Evidence that every batch ran the same way

A veterinary vaccine manufacturer with a broad portfolio and few batches per product wants a quantitative record of process consistency, built from data it already records.