H:L · Hit to lead

Your Research.
Your Data.
Your Discovery.

Generate diverse drug-like molecules from expertly curated molecular scaffolds. Every molecule you create is 100% yours. Session-only storage, no permanent records, no IP claims.

The workbench chemical class menu open, with cephalosporin selected A generation run in progress, with its progress bar partway The accumulating working set as a grid of molecule cards The filter rail narrowing the working set by weight and rule set A molecule card's menu, offering edit, mutate, copy SMILES and note The export menu offering CSV, SDF and a Markdown session log

Pick a chemical class and a count Generate molecules from that scaffold Everything lands in one accumulating working set Filter by property, rule set and structural alert Edit, mutate, annotate or copy any molecule Export to CSV or SDF. The molecules are yours

100
free molecules every month, no credit card required
8
hours of session storage, to filter, edit, and score your molecules
2
export formats: CSV and SDF with metadata, plus a session log
Open-source tools Built to accelerate early drug discovery No claims on your molecules
H:L · The molecular workbench

Powerful Tools for Molecular Discovery

Scaffold-guided generation combined with human-guided editing, property prediction and filtering, so you can explore chemical space around a framework you already trust.

01

Curated Scaffold Classes

Each class gets its own model, trained on curated chemistry rather than scraped from everything at once. The models target antibiotic resistance first, with pandemic preparedness next, and the catalog keeps growing from there.

  • Cephalosporin, penicillin and monobactam, live now
  • Carbapenem and fluoroquinolone in development
  • More therapeutic areas to follow
02

Integrated Design Workbench

Generate from a scaffold, then work the results: draw, edit and mutate structures, calculate properties, screen for structural alerts and predict ADMET, all without leaving the page.

  • Draw, edit and mutate structures
  • ADMET prediction and structural-alert screening
  • Rule-based filtering and export with metadata
03

Transparent Science

Built on published, open-source foundations. Every library and model behind H:L is credited on the Licenses page.

  • Open-source cheminformatics stack
  • Published AI model architectures
  • Methods you can cite
04

Privacy-First Architecture

8-hour session storage, then complete deletion. No long-term storage, no training on your data, no claims to your work or molecules.

  • Session-only temporary storage
  • No training on user data
  • Export your molecules

Generate extensively to discover the gems worth pursuing

Explore Your First Scaffold
The workflow

From Scaffold to Exportable Molecules in Minutes

Molecular design shouldn't start with installing toolkits, stitching libraries together and debugging environments. This streamlined workflow takes you from a chosen scaffold to exportable molecules fast.

01

Choose Your Scaffold

Select from expert-curated scaffold classes, each with its own trained model.

• Cephalosporin, penicillin, monobactam

• More classes in development

• Bring your own structures

02

Generate & Refine

AI generates diverse molecules in minutes. Apply filters, edit and mutate structures, predict properties.

• Balanced exploration & practicality

• Real-time property calculation

• Common med chem filters

03

Export Your Results

Download molecules with complete metadata. Session data automatically expires for your privacy.

• CSV and SDF, plus a session log

• Full property annotations

• Automatic session cleanup

Pricing

From $0 to Full Discovery Campaigns

Transparent pricing that scales with your research. No contracts, no minimums, no surprises. Just molecules when you need them.

Free

$0 /month

Try the platform and see what's possible

  • 100 generated molecules/month
  • Every model and every workbench tool
  • ADMET, alerts, editing and export
  • No credit card required
Start Free

Researcher

Coming Soon
  • Everything in Free
  • A larger monthly generation allowance
  • Email support

Professional

Coming Soon
  • Everything in Researcher
  • Higher generation limits
  • Priority email support