Predictive Polymer Analytics™
(PPA™)

PPA™ is Likarda’s next-generation AI platform that radically accelerates and de-risks formulation design for complex therapies, including cells, exosomes, peptides, and large-molecule biologics. It transforms years of accumulated scientific know-how into an intelligent engine for decision-making.

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How It Works

Using secure retrieval-augmented generation (RAG) pipelines, PPA™ mines Likarda’s proprietary terabyte-scale database of polymer performance, encapsulation chemistries, and crosslinking strategies. The platform then recommends the most promising polymer backbones and formulation conditions. This data-driven approach means fewer trial-and-error experiments in the lab and faster paths to optimized results.

Why It Matters

Traditional formulation development requires weeks or months of iterative testing to balance viability, stability, and bioavailability. With PPA™, timelines shrink from months to weeks, giving drug developers faster insights, fewer failed iterations, and higher confidence that they’re moving in the right direction. For clients advancing high-value therapies, speed to clinic is critical, PPA™ helps programs reach the next milestone sooner and with greater certainty.

Built on Real Data

Unlike generic AI tools, PPA™ is powered exclusively by Likarda’s curated, private dataset spanning thousands of use cases across modalities. It reflects a decade of hands-on encapsulation experience, turning hard-won lab results into predictive guidance for new programs.

Privacy by Design

Developed with Embedded Engineering ApS, PPA™ operates under strict confidentiality agreements using Claude-based models. All client embeddings and retrievals are performed in a secure environment, ensuring IP and proprietary data remain private and are never used to train public models.

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Key Benefits

  • Speed – Fewer wet-lab iterations and faster formulation decisions.
  • Cost efficiency – Reduced experimental overhead and lower R&D spend.
  • Accuracy – Predictive polymer and crosslinking recommendations rooted in real data.
  • Security – Enterprise-grade protections keep client data confidential.

Who It's For

Biotech and pharma developers advancing cell, gene, and large-molecule therapies who need a reliable, rapid, and secure way to move from discovery to clinic.

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Find Out How PPA™ Can Help

Contact us to learn more about Predictive Polymer Analytics™ and find out how our next-generation AI platform can advance your therapy.