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Molward
SaaS for instant drug degradation & toxicology prediction.
MolWard is democratizing predictive computational toxicology. Legacy tools are expensive 'black boxes' with clunky IT installs. We’ve built a zero-installation, cloud-native SaaS that instantly predicts chemical degradation pathways and FDA CPCA nitrosamine hazards. We offer absolute logic transparency—showing the exact SMIRKS and ML rules used—and a strict zero-retention architecture so your proprietary IP is never stored. To celebrate our Beta launch, MolWard is 100% free for all of 2026!
Hi Product Hunt! I’m Dr. Manuel Alves Falcão, founder of MolWard.
I’ve spent the last 15 years as a pharmaceutical scientist navigating complex FDA and ICH regulations, and I noticed a massive roadblock in how the industry handles drug stability and chemical risk.
The Problem: Traditional empirical stress testing takes months and costs hundreds of thousands of dollars. Existing predictive software (to simulate this in silico) is locked behind $20k+ annual enterprise licenses, requires clunky on-premise IT installations, and operates as an opaque "black box" that regulators hate. This completely locks out mid-market formulators, CROs, and academic researchers.
The Solution: We built MolWard to democratize predictive computational toxicology. It is a zero-installation, browser-based SaaS that instantly predicts chemical degradation pathways and nitrosamine hazards.
Here is what makes MolWard different:
Instant Compliance: Automatically calculates ICH M7 mutagenicity predictions and FDA CPCA nitrosamine potency scores.
Absolute Transparency: No black boxes. We display the exact deterministic chemical rules (SMIRKS) and machine learning logic used so you can actually defend your data to regulatory agencies.
Zero-Retention Architecture: We know your IP is your most valuable asset. MolWard processes proprietary molecular structures exclusively in volatile RAM. Once your report is generated, your data is completely purged. We store nothing.
Whether you are a generic formulator trying to secure an ANDA, a CRO analyst, or just a tech enthusiast who loves seeing complex cheminformatics in action, I would love for you to test the platform.
Please drop your feedback, questions, or feature requests in the comments below.
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About Molward on Product Hunt
“SaaS for instant drug degradation & toxicology prediction.”
Molward was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #137 on the daily leaderboard. MolWard is democratizing predictive computational toxicology. Legacy tools are expensive 'black boxes' with clunky IT installs. We’ve built a zero-installation, cloud-native SaaS that instantly predicts chemical degradation pathways and FDA CPCA nitrosamine hazards. We offer absolute logic transparency—showing the exact SMIRKS and ML rules used—and a strict zero-retention architecture so your proprietary IP is never stored. To celebrate our Beta launch, MolWard is 100% free for all of 2026!
Molward was featured in SaaS (42.5k followers), Artificial Intelligence (471k followers) and Health (6.6k followers) on Product Hunt. Together, these topics include over 152k products, making this a competitive space to launch in.
Who hunted Molward?
Molward was hunted by Manuel Alves Falcão. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Manuel Alves Falcão