For AI/ML teams in drug discovery

Great models demand great data

Go from in silico design to physical characterization with Twist.
Get sequence-perfect antibodies, a suite of characterization assays, and AI-ready data in as few as 15 days.

High-fidelity data.
15-day velocity.

Iterate AI models without wet-lab bottlenecks. Get reproducible binding and developability data in as few as 15 days.

130K+Antibodies assayed
>200KProteins expressed
<15 daysTurnaround time
7MData points generated
Trusted by 445+ partners

How Twist can help

Let your team focus on AI.
Twist handles the wet lab.

Generate more sequences, move faster, and get model-ready data without taking on the complexity of protein production, assay execution, or data generation.

Power your AI-guided
drug discovery

Twist connects sequence generation to documented,
model-ready data through an integrated suite of products and services.

Step 1: Design

Submit sequences

Input your sequences from your Gen AI platforms to generate DNA or protein production for wet-lab validation.

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Step 2: Build

Data generation

With high-quality datasets, researchers can train and refine their AI models. Validate those models with Twist Express Antibodies and high-throughput characterization services to generate data from sequences in as few as 15 days.

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Step 3: Test

Data delivery

Twist enables the validation of your AI outputs for thousands of proteins for binding and developability characteristics. Twist offers custom data delivery formats that are benchmarked against clinical antibody controls to ensure high-quality datasets ready for direct use in your AI and machine learning models.

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Step 4: Learn

Training & iterations

Twist connects your sequences to documented and predictable data sets that you can use to integrate into your models improve your drug discovery and development efforts. Need help designing a program or interpreting your data?

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Have custom or complex project needs?

Whether you’re looking for bespoke data configurations or help with MSA contracts, our team is here to help.

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Why Twist

10+ characterization assays,
all in one workflow

Others can only provide binding confirmation. Twist delivers the full developability picture: every
data type your AI model needs to train, rank, and advance leads to clinical validation.

Binding assessment assays

Developability assays

Cell-based functional assays


Binding kinetics: affinity ranking (SPR)

Pinpoint your top-tier candidates with iso-affinity plots that visualize association and dissociation kinetics, allowing you to instantly rank binders by their KD performance./p>

Affinity measurement data.

On-cell binding confirmation: flow cytometry

Fast, quantitative binding data to validate your best candidates in a cellular context using high-throughput flow cytometry.

Cell-based binding data

Biophysical characterization: epitope binning (SPR)

Map competitive binding relationships to identify epitope diversity and guide lead selection.

Epitope binning data

Developability assessment: aggregation

Benchmark manufacturing feasibility by quantifying monomeric purity and aggregation levels against clinically validated controls using our comprehensive suite of developability assays.

Aggregation data

Developability assessment: size distribution

Rapidly assess developability by quantifying particle distribution to help rank order leads with onset of aggregation (Tagg).

Size distribution data

Thermal stability

Rapidly assess molecule robustness by quantifying thermal stability (Tm).

Thermal stability data

Off-target binding: BVP-ELISA or AC-SINS

Detect off-target and polyspecific interactions early to de-risk downstream development. The data below are clinical controls we use for benchmarking purposes.

BVP ELISA data

Hydrophobicity

Plate-based screening correlated to gold-standard HIC and CIC to enable high-throughput, decision-ready insights.

Hydrophobicity data

Functional characterization

Customizable assay platforms to evaluate functionality and mechanism of action across multiple cell types.

Functional characterization data

Let's talk about your pipeline

Tell us where you are in your AI drug discovery journey. Our scientific team will reach out within one business day to discuss how Twist can accelerate your work.

For Research Use Only.

Not for use in diagnostic procedures.