SA Score

Synthesizability Assessment

Know What’s Possible Before You Synthesize

How SA Score works

Comprehensive Synthetic Feasibility Analysis

Reaction Logic & Complexity

Assesses step efficiency and overall feasibility.

Building Block Availability

Confirms that proposed routes rely on commercially available materials.

Cost Considerations

Accounts for starting material prices to recommend the most cost-effective pathways.

High-Throughput Screening
for Large Libraries

ChemAIRS evaluates hundreds of thousands of molecules in hours, ranking them based on synthetic accessibility.

This means you can input 100,000 molecules for overnight screening and by morning, you can read the results with your coffee.

SA Score is Validated
by Industry Experts

In a 1,346-molecule study, ChemAIRS matched Merck’s expert synthesis team, demonstrating industry-leading accuracy.

AI-driven assessments identified intermediates that human experts overlooked, improving robusticity of research and efficiency.

Know which molecules can actually be made - before you commit to lab time. 

Most synthetic accessibility tools score molecules based on structural features alone. They flag complexity, but they cannot tell you whether a synthesis route actually exists. ChemAIRS SA Score is trained directly on the real shortest synthesis step counts. 

0.701

Pearson correlation with real synthesis steps - the highest of any model benchmarked

16,400

Synthesizable candidates with specific routes identified from 20,000 selected

1M

Molecules evaluated in ~30 minutes with Fast Mode - practical for overnight screening

Predictive Accuracy Pearson correlation
Correlation with real synthesis step counts — independent post-2023 test set
ChemAIRS
0.701
SC Score
0.526
SA Score
0.369
BR-SA Score
0.306
RA Score
0.209
DeepSA
0.160
SYBA
0.074
Higher = better prediction of real synthesis difficulty
Virtual Screening Top 20,000 selected
Synthesizable molecules identified from a pool of 20,000 selected
16,400 ChemAIRS — synthesizable molecules vs. Alternatives
SC Score 14,000
Random selection 6,200
Classic SA Score 1,200
Throughput 1M molecules evaluated in ~30 minutes

Trained on 1.5M+ drug-like molecules · time-split validation · post-2023 test set

We tested ChemAIRS SA score on 1.5 million drug-like molecules and validated on a post-2023 held-out test set. The result is a Pearson correlation of 0.701 with real synthesis steps - the highest of any model benchmarked, ahead of other commonly used SA Scores and SC Scores (structural complexity scores). 

In a virtual screening scenario selecting 20,000 molecules for follow-up, ChemAIRS returned 16,400 synthesizable candidates with specific routes identified.  ChemAIRS Fast Mode can evaluate one million molecules in approximately 30 minutes, making it practical for overnight screening at scale. For cases requiring higher accuracy, ChemAIRS full retrosynthetic reasoning provides route-level feasibility with concrete synthesis suggestions. 

Know which molecules can actually be made.
Screen millions of candidates overnight with ChemAIRS Fast Mode.

Ready to focus on compounds
with real potential?