The failure boundary of drug discovery.
Built on MolForge-Gen — our proprietary 25.4M-parameter molecular transformer trained on 1.6M drug-like molecules.
Powered by MolForge-Gen · 25.4M Params · 97.5% Validity · 5 Targets Fine-Tuned
Try Live Demo →STEP 01 — GENERATE
Generate 585,524+ novel compound variants from validated seed data.
01STEP 02 — OPTIMIZE
Rank candidates by 7 criteria: potency, safety, synthesizability, novelty, and more.
02STEP 03 — VALIDATE
Every prediction includes a 90% confidence interval — no black-box estimates.
03PIPELINE LOGS
Live Processing Queue| ID | Compound | Target | pIC50 | hERG Risk | Tier | |
|---|---|---|---|---|---|---|
| 0001 | MF-TYK2-0001 | TYK2 | 9.32 | MED | Tier 2 | → |
| 0002 | MF-TYK2-0002 | TYK2 | 9.08 | LOW | Tier 2 | → |
| 0003 | MF-TYK2-0003 | TYK2 | 8.93 | MED | Tier 2 | → |
| 0001 | MF-TNIK-0001 | TNIK | 8.41 | LOW | Tier 2 | → |
| 0002 | MF-TNIK-0002 | TNIK | 8.27 | LOW | Tier 2 | → |
| 0009 | MF-TNIK-0009 | TNIK | 8.15 | MED | Tier 2 | → |
Engine
MOLFORGE-GEN ENGINE
Proprietary GPT-2-based molecular transformer. Pre-trained on 1.6M ChEMBL drug-like molecules, then fine-tuned on 5 targets with property-conditioned generation.
25.4M
Model Parameters
8 layers · 512 dim · 8 heads
1.6M
Training Molecules
ChEMBL drug-like SMILES
97.5%
Generation Validity
RDKit-parseable output
5
Targets Fine-Tuned
TYK2 · CDK4 · CDK6 · TNIK · EGFR
Research
LATEST INSIGHTS
April 2026
TNIK: The Next Frontier Beyond GLP-1 in Obesity
Why TNIK inhibitors could solve the muscle loss problem that limits current obesity drugs.
Read →
April 2026
The Case for TNIK + GLP-1 Combination Therapy
How combining TNIK inhibitors with GLP-1 agonists could create the first obesity treatment that preserves muscle mass.
Read →
March 2026
TYK2 Case Study: From Zero to Gate A in 14 Days
How MolForge generated 22,910 drug-like variants, filtered to 5,509 ADMET-passed candidates in 14 days.
Read →
Partnership
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Request Data Room Access →Top 20 dossiers · Full ADMET profiles · Failure boundary heatmaps · Under NDA
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