A product by Optagon LabsETH ZürichUniversity of California, Berkeley
Nutraceuticals

Design SuperiorNutraceuticals WithData-Driven Simulation

Simulate the formulation that hits all required specs at the same time: activity, stability, shelf-life, bioavailability, cost, and more…

See the platform
Today's R&D challenge

Trial and error, balancing many conflicting constraints

Liposomal magnesium complex
for sleep and recovery
01

The project

A new R&D project is defined.

TARGET TextureStabilityBioavailabilityToxicityActivity
02

The targets

Target properties are defined, and they conflict. Fixing one ruins another.

03

The search

Hundreds of thousands of potential formulations. With expensive trial and error, only a few extremes can be tested.

ManufacturabilityRegulatory complianceSupply chain
04

The risk

Find that formulation and it still has to clear three more. Any one can end the program.

The current trial and error process

(up to several years)

Brief

Lab trials

Spec 1 missed

Reformulate

Spec 2 missed

Reformulate

Regulatory check

Scale-up

Unscalable

Reformulate

Launch

What Backbond does

Backbond co-optimizes for all the targets simultaneously

Target
Texture
Define a Number
Stability
Define a Number
Bioavailability
Define a Number
Toxicity
Define a Number
Activity
Define a Number
01

Define

The product and the targets it must hit. Product: Liposomal magnesium complex for sleep and recovery

02

Simulate

Backbond builds thousands of digital twins and evaluates every one against the targets.

FormulationTextureStabilityBioavailabilityToxicityActivityCost 1Validate2Confident3Validate4Validate5Confident
03

Rank

Ranked by the best balance across every target, and flagged by how confident Backbond is in each.

Technical properties checkManufacturabilityRegulatory complianceSupply chain
04

Test

The team proceeds to the lab with the most promising formulations. By default, these satisfy all targets and constraints.

The Backbond process

(weeks)

Brief

Simulation + few validation experiments

Risk-free launch

Under the hood

How Backbond simulates a formulation candidate

Four levels of physics decide what a formulation actually does, and Backbond reasons about how all four interplay to set every spec.

Candidates evaluated
0
Best score
0.00
Candidate 344 · locked
Design space
Every point is one version of the formulation: a different lipid ratio, salt form, buffer pH or coating load. Backbond scores all of them, learns the shape of the landscape, and walks in on the peak.
Use cases

A few example use cases

Every one is the same shape: a handful of targets that fight each other, and one formulation that has to hit them all.

01

Low-solubility actives

Curcumin barely dissolves. Find the carrier, particle size and emulsifier that raise absorption, while holding heat stability, colour and cost.

02

Gastric survival

The active degrades in stomach acid before it can absorb. Find the coating, matrix and release trigger that deliver it intact to the intestine, while holding potency, disintegration and cost.

03

Activity through processing

A botanical's active fraction is lost to heat and shear in drying and compression. Find the carrier, process window and protective system that preserve activity to expiry, while holding dose, format and cost.

04

Unstable active forms

The form with the clinical effect is the least stable one. Find the salt, complex or encapsulation that hold the active form to end of shelf life, while keeping bioavailability, label claim and cost.

05

Probiotic viability

Live cultures die in processing and on the shelf. Find the matrix, water activity and coating that hold CFU to 24 months, while keeping compressibility and gastric survival.

06

Multivitamin interactions

Iron and copper degrade vitamin C in the same tablet. Find the coating and blend order that preserve every active to end of shelf life, while holding hardness and disintegration.

07

UHT precipitation

Micellar casein precipitates in UHT. Find the casein grade, process parameters and excipient that ensure solubility, while holding encapsulation, shelf life and cost.

08

Sugar-free gummies

Removing sugar collapses the gummy. Find the sweetener, humectant and gelling system that hold chew and shelf life, without polyol laxation or potency loss.

09

Bitter actives

Magnesium and B-vitamins taste bitter and metallic. Find the masking system and coating that hide it, while holding disintegration time, clean label and cost.

10

Titanium dioxide removal

TiO2 is out in the EU. Find the opacifier and coating that keep appearance and light protection, while holding the dissolution profile, printability and cost.

Resources

Three briefings on AI in Nutraceuticals