PERSIST AI SUITE

Self-learning AI deployed on your cloud.

We deploy an AI formulation scientist in your secure environment to flag risks before experiments begin. As your team generates data, they can feed it back into the system, refining the engine's recommendations for your molecule.

YOUR DATA. YOUR INFRASTRUCTURE.

Worried about IP? We understand.

Our engine lives entirely within your infrastructure, meaning your data never leaves your servers.

  • Deployed in your Cloud — AWS, GCP, Azure, or on-prem
  • Zero outbound data for your molecule
  • Customer-specific AI models and private knowledge indexes

HOW IT WORKS

Multi-agent intelligence engine.

Our system brings together specialized AI agents to generate comprehensive recommendations.

Capture your team's data and observations and feed them back into the system-enabling it to learn and improve with every experiment.

WHAT TO EXPECT

Comprehensive, AI-generated formulation reports.

Tailored to your molecule and development goals, the reports hands your team a structured starting point.

Your reports include

  • Formulation strategies and composition recommendations
  • Excipient compatibility and supporting research
  • API physicochemical insights and constraints
  • Capsule and delivery system compatibility
  • Risk assessment and stability considerations
  • Toxicology and safety flags
  • Clear, data-driven development strategy

The showcased cards represent roughly 25% of a full report.

FEATURES

Full-spectrum formulation support.

Formulation design

End-to-end composition, strategy, excipient selection, and solubility analysis across nanoparticle, SEDDS, and extended-release platforms.

Stability forecasting

Shelf life modeling, degradation pathway analysis, and room-temperature reformulation — months of testing compressed to weeks.

In-vivo prediction

PBPK-driven absorption, bioavailability, and release profile predictions before animal studies begin.

Safety & risk

In-silico toxicology screening, CMC risk scoring, and failure-mode prioritization to catch issues before the bench.

Intelligent experimentation

AI-designed DOE protocols, automated data structuring — fewer runs, less material, faster answers.

Process simulation

Film & Wurster coating, lyophilization cycle optimization, spray drying, hot melt extrusion, tableting, and microencapsulation modeling.

UNDER THE HOOD

How the engine thinks.

The model is grounded in formulation literature, public pharmacology, and your team's own retrieval index.

  • Bayesian Optimization

    Find optimal formulations in fewer experiments by intelligently navigating the design space.

  • Deep Neural Networks

    Transfer learning enables high-accuracy predictions even with limited proprietary data.

  • Density Functional Theory

    Quantum-mechanical solubility predictions from first principles — no empirical fitting required.

  • Molecular Dynamics

    Simulate drug-polymer interactions at the atomic level to predict compatibility and release behavior.

  • Small-Data Ready

    Engineered to deliver results with limited datasets and constrained API availability.

  • Real Formulation Data

    Grounded in thousands of real-world formulation records, process parameters, and outcomes.

  • Literature-Informed

    Trained on peer-reviewed pharmaceutical research, patents, and regulatory filings.

TRY IT OUT

Request an AI Formulation Assessment.

FORMULATION QUESTION *

You'll receive a structured AI formulation assessment via email within 24 hours.

Note: one complimentary assessment per organization.

FAQ

Frequently asked.

Don't see your question? Get in touch.

Persist AI Suite is a private, self-improving formulation AI system deployed in the customer's cloud environment. It builds a proprietary formulation knowledge base and helps teams evaluate API risks, excipient compatibility, stability, solubility, delivery-system fit, and formulation strategy.
The Suite is deployed inside your own environment (AWS, GCP, Azure, or on-premises). Your molecules, formulations, and proprietary knowledge stay within your security perimeter. Persist AI does not have access to your private data.

Pricing for Persist AI Suite is custom and depends on three primary factors:

  • Model tier — model size, capability, and inference cost.
  • Data volume — molecules screened, queries run, and the size of your proprietary knowledge base.
  • Deployment style — Persist-hosted in our cloud, customer-hosted in your own AWS/GCP/Azure environment, or fully on-premises.

Get in touch for a quote tailored to your team.

The Suite supports:

  • Amorphous solid dispersions (ASDs)
  • Self-emulsifying drug delivery systems (SEDDS)
  • Long-acting injectables (LAIs)
  • Microspheres
  • In-situ depots
  • Creams
  • Parenterals
  • Oral solid dosage forms
No. The Suite is designed to augment formulation staff expertise — it surfaces precedent, flags risks, and proposes candidates so scientists spend their time on the decisions that need human judgement.