Neuro-Symbolic Intelligence For Novel Formulations
The grand formulation challenge
Grounded enough
to work.
Novel enough
to matter.
Within an established field, new formulations can be grounded enough to work, yet offer only incremental gains in performance, cost or benefit.
Across disciplines, novel ideas offer the potential for remarkable gains. But few are grounded enough to succeed at the bench. Testing weak candidates is prohibitively expensive.
The challenge is to find both novelty and scientific grounding before committing resources to the lab.
Neural Exploration
A much wider field
of possibility.
The neural engine explores biology, chemistry, materials, excipients, actives and physics, building a candidate universe around your formulation challenge.
Neuro-Symbolic Discovery
Two forms of reasoning.
One continuous exchange.
Neural and symbolic engines work together on this candidate universe, continuously exchanging proposals and constraints to produce and rank eligible candidates.
Symbolic Evaluation
Eligible candidates
to a focused shortlist.
The symbolic engine applies further scientific and formulation constraints to rank and refine eligible candidates into a shortlist for lab testing.
From discovery to the bench
from ai
discovery to
formulations
In our BioFormulation Lab, we create, test and refine shortlisted candidates against the original formulation challenge.
Create. Test. Refine.
Build with probio.science