Flagship Platform · EndoXplain

From hypothesis to product.
Evidence-driven decisions.

EndoXplain combines multimodal intelligence, explainable AI, and uncertainty quantification to select candidate molecules, anticipate endocrine disruption risks, and guide experimental validation with traceable reports.

EndoXplain Molecular Representation

Data Ingestion

SMILES · SDF · CSV

Integrated Modeling

Multimodal Intelligence

Decision Support

Explainable AI & Uncertainty

Enterprise Operations

Multi-Tenant Isolation · API

Solution Architecture

Integrating molecules, bioassays, and safety in a single workflow.

Instead of isolated QSAR/ADMET tools and disconnected reports, EndoXplain connects predictive research directly into operational R&D and regulatory workflows.

STAGE 01 Submission & Curation

Single or Batch Ingestion (SMILES, SDF, CSV)

Submit candidate structures individually or across full chemical libraries via the web workspace or REST API. The platform performs automated structural validation and standardization, preparing compounds for predictive screening.

  • Automated structural curation and standardization
  • Asynchronous queue processing for batch submissions
  • Integrated interactive 2D and 3D molecular visualization
STAGE 02 Multimodal Intelligence

Integrating Molecules, Bioassays, and Safety

Unifies chemical structure representations, biological activity, endocrine toxicity, and exposure context to guide joint decision-making — prioritizing which candidates truly merit costly experimental assays.

  • Joint evaluation of activity, toxicity, and exposure
  • Calibrated risk scores and probability tiers
  • Reduced time and cost per decision versus legacy workflows
STAGE 03 Decision & Validation

Uncertainty, Explainability & Traceable Reports

Replaces opaque black-box outputs with auditable evidence: surfaces explicit uncertainty indicators and structural rationale in an interactive dashboard, with direct export of technical and regulatory PDF reports.

  • Explainable AI rationale detailing structural drivers
  • Explicit uncertainty and reliability quantification
  • Generation and download of technical & regulatory PDF reports

R&D & Regulatory Evidence

Inside an EndoXplain Technical Report.

Built for R&D, product, toxicology, and regulatory affairs leaders who need traceable evidence to guide investment and assay decisions.

Prioritization & Risk Score
Calibrated endocrine risk and safety probabilities to rank and select candidate molecules prior to bench testing.
Preclinical Prioritization
Uncertainty & Exposure Context
Explicit prediction reliability metrics and exposure framing to prevent unranked testing and costly false positives.
Reliability Assessment
Explainable Evidence (XAI)
Transparent technical rationale highlighting the chemical properties and structural features driving each prediction.
Mechanistic Rationale
Traceability & Governance
Auditable history of submissions, model versions, and execution parameters for technical reproducibility and regulatory support.
Regulatory Support

Co-Development & Integration

Models and workflows tailored to your team’s decisions.

EndoXplain brings validated predictive models directly into client operations with organization-level multi-tenant isolation, role-based access control, and REST API integration — protecting proprietary portfolios end to end.