Break the Wet Lab Bottleneck. Faster Cycles, Lower Costs.

“We know AI can accelerate many steps in drug development… but we have to take every one of these generative medicines and run them through testing, early preclinical testing, clinical testing in humans.”
— Vas Narasimhan, CEO, Novartis

“Generative models can’t be trusted without validation… Experimental button-main mt-3 is more important than speed, reach or access to compute.”
— Alex Zhavoronkov, PhD, Founder & CEO, Insilico Medicine

The Solution for Faster AI Model Validation

Trusted by 100+ AI-first biotech and global pharma leaders, including Latent Labs and EvolutionaryScale.

AI-first Protein Expression Platform

Select your target modality

Antibodies
Nanobodies (VHH)
De Novo Proteins & Protein Binders
Enzymes

AI is revolutionizing antibody engineering by precisely designing CDR loops, optimizing affinity, and enhancing developability for complex therapeutic targets.

Recommended Platforms:

  • Mammalian (CHO): Essential for complex folding and critical glycosylation. HTP screening at 1,000 samples/day (1mL) with a 5 business day turnaround.

With their simple, stable structure, VHHs are ideal targets for AI-driven de novo design, enabling rapid screening cycles for your computational libraries.

Recommended Platforms:

  • Cell-Free: Offers maximum speed & throughput for rapid screening of AI libraries. 1,000 samples/day (1mL or 5mL) with a 5 business day turnaround.
  • E. coli: provides higher yield for validation and a clear path to scale-up. 500 samples/day (4mL) with a 1-2 week turnaround.

AI-driven de novo protein unlocks therapeutic potential by creating novel protein scaffolds and mini-binders precisely engineered to engage difficult drug targets.

Recommended Platforms:

  • Cell-Free: Essential for screening novel scaffolds at the massive scale required by generative AI. 1,000 samples/day (1mL or 5mL) with a 5 business day turnaround.
  • E. coli: Enables higher-yield expression for robust validation and future scale-up. 500 samples/day (4mL) with a 1-2 week turnaround.

AI-powered enzyme engineering, whether through de novo design or directed evolution, requires rapid, high-throughput validation of catalytic activity and stability.

Recommended Platforms:

  • Cell-Free: The fastest platform for in vitro activity screening of AI-designed variants. 1,000 samples/day (1mL or 5mL) with a 5 business day turnaround.
  • E. coli: Standard for higher-yield validation and proven scalability. 500 samples/day (4mL) with a 1-2 week turnaround.

Expanded Panel for Binding and Developability Assessment

Affinity Binding
Biophysical Screening
Polyspecificity
PK clearance
BLI
SPR
Response Result
>0.10 Positive
0.03~0.10 Ambiguous
<0.03 Negative
Positive
Ambiguous
Negative
Thermostability
Hydrophobicity
Self-Interaction
Charge Variant

DSF

Protein name Conc. (mg/mL) Avg Tm1 (℃) Avg Tm2 (℃) Avg Tonset (℃) Avg Tagg (℃)
SG- 201.1B4-M001 2.28 72.35 83.26 65.91 64.31

DSF

Protein name Conc. (mg/mL) Temp (℃) Z-Ave. Dia. (nm) PDI Fit Var. Pk 1 Peak Dia. (nm) Pk 1 Mass (%) Pk 2 Peak Dia. (nm) Pk 2 Mass (%)
SG-201.1B4-M001 2.28 25.02 18.65 0.252 0.012 11.27 99.83 109.53 0.17
24.97 19.49 0.212 0.032 10.45 99.89 125.05 0.11
AC-Sins

HIC HPLC

MAbPac™ HIC-10 HPLC Column

AC-ICIEF

BVP assay

BVP ELISA (Baculovirus Particle ELISA) is an in vitro binding assay that detects the nonspecific or polyspecific binding of antibodies to complex biological surfaces, using inactivated baculovirus particles as a surrogate for “self” or “off-target” antigens.

FcRn binding assay

One of the key mechanisms controlling an antibody's PK clearance is its pH-dependent binding to the FcRn receptor. The FcRn Binding Assay is used to measure this specific interaction, providing a reliable prediction of an antibody's in vivo half-life.

Powering the World's Leading AI Drug Discovery Teams

100+

AI Companies Served

50,000+

AI-Designed Proteins Expressed

180,000+

Model-Ready Data Points Generated

How It Works

How It Works

The Gold Standard in AI Validation

Industrial-Scale Automation

Leverages GenScript’s world-class CRO capacity for unparalleled speed and scale. We process 1,000+ samples daily, delivering 2-3x more screening per budget. Get your results in 1 week.

Seamless Model-Ready Data

Our platform delivers model-ready, structured data directly to your pipeline via a secure API. Faster, safer, and ready to train your AI engine.

Comprehensive Expression Expertise

With CHO, Cell-Free, and E. coli systems under one roof, we match each AI-designed protein to its ideal host. We deliver yields of 50-400µg, which is more than sufficient for affinity screening.

Case Study

Get in Touch
with GenScript Custom
Protein Services

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