What we're building
We're building the infrastructure that makes the world's molecular data — from drug compounds to protein structures to gene expression — queryable from any AI assistant in under 50 milliseconds.
The Problem
Life sciences data is scattered across dozens of siloed databases — PubChem for compounds, UniProt for proteins, PDB for structures, GEO for expression, ChEMBL for bioactivity. Each has its own API, its own schema, its own limitations. A single research question can require queries to five different systems.
The Solution
Helios Dynamics pre-computes, normalizes, and indexes this data into a single intelligence layer. One API key. One natural language query. Complete molecular context — from drug-likeness scores to protein structures to regulatory compliance — returned in milliseconds.
Different tools for different workflows. Same intelligence underneath.
Cloud Platform
Cloud-native. API-first. Works everywhere your AI does.
The intelligence layer for any MCP-compatible AI assistant. Pre-computed ADMET, regulatory compliance, and research search across 122M compounds — accessible from Claude, ChatGPT, Cursor, and more.
Desktop Application
Local-first. Your machine, your data. No browser limitations.
Local molecular computation with full 3D visualization, AI-powered analysis, and optional cloud connectivity. Your research stays on your machine — nothing leaves unless you want it to.
Cloud intelligence or desktop power — or both together.
Not a feature list — a sequence of real tasks, each answered in seconds.
Get ADMET predictions, regulatory status, and relevant literature in one response. 122M+ compounds with 84 pre-computed properties each — no waiting for models to run, no stitching results together.
Generate structural variants, screen for drug-likeness and safety, check compliance automatically. FAVES screens every variant against DEA, FDA, EPA, CWC, and EU REACH as they're generated — not after.
Query structures from PDB and AlphaFoldDB, predict folding confidence, link to the compounds and genes that drive discovery. Structure meets function in a single response.
Papers, patents, preprints, and clinical trials — searched together across the full molecular landscape. One query replaces five separate database searches.
Pull compounds from Snowflake or Databricks, enrich with ADMET predictions and compliance screening, push results back. Your existing data infrastructure gains molecular intelligence without new pipelines.
Intelligence Pipeline
A systematic expansion from drug intelligence to the complete molecular biology infrastructure — each wave unlocking new dimensions of pre-computed insight.
Works with Claude, ChatGPT, Cursor, Windsurf, GitHub Copilot, and any MCP-compatible assistant. Setup takes under a minute.
No query syntax. No parameters. Your AI recognizes molecular queries and selects the right tools automatically.
Helios Dynamics is actively expanding its molecular intelligence platform. We're looking for research partners and early adopters.
Get in Touch