Your warehouse, pre-enriched
Pull compound libraries from Snowflake, Databricks, BigQuery, or Supabase. Run ADMET predictions and compliance screening across every row. Push enriched results back. Schema discovery and field mapping included - without ETL engineering or new infrastructure.
How it works
Connect, enrich, push back
Snowflake, Databricks, BigQuery, Supabase - connect with credentials or OAuth. Schema discovery introspects your tables and auto-detects the SMILES column. Choose processing tools, preview the cost, and run. Results land back in your warehouse - without writing a single line of pipeline code.
Every row, fully characterized
ADMET predictions, regulatory compliance, drug-likeness, and structural alerts computed for every compound in your library. 31 ML models and 8 regulatory jurisdictions - applied per-row, not per-batch. Each row gets its own complete molecular profile.
ADMET Radar - Aspirin
CC(=O)Oc1ccccc1C(=O)O
85%
Abs
72%
Dis
91%
Met
78%
Exc
64%
Tox
Large libraries, tracked
Enrichment jobs run async for large libraries - up to 10,000 rows per pipeline. Track progress from the jobs dashboard or ask your AI. Credit cost previewed before execution. Full per-molecule audit trail for every pipeline run.
NovoMCP
Compute Jobs
Active
2
Completed today
18
Avg runtime
7m
The enrichment workflow
Connect
Add your Snowflake, Databricks, BigQuery, or Supabase credentials. OAuth for BigQuery - no service accounts needed.
Discover
Schema introspection finds your tables, columns, and types. The SMILES column is auto-detected. Preview row count and sample data.
Preview cost
Choose processing tools - ADMET, compliance, properties, optimization. See the exact credit cost before committing. The estimate doubles as a 21 CFR Part 11 audit artifact.
Enrich
Run the pipeline. Every row processed through your selected tools. Results written row-by-row with per-molecule audit logging.
Push back
Enriched results land in your destination table - the same warehouse, a different schema, or a new connector entirely.
Connector capabilities
Available on Scale and Enterprise tiers.
Snowflake
Account identifier, username, password. Specify warehouse, database, and schema. Full read/write access.
Databricks
Personal access token with workspace URL. Target catalog and schema. Unity Catalog compatible.
BigQuery
OAuth - click "Connect with Google" and authorize. No API keys or service accounts needed. Tokens refresh automatically.
Supabase
Connection string from your project dashboard. Service role key for full access. PostgreSQL-compatible.
Schema discovery
Introspect tables, columns, and types. Auto-detect SMILES columns. Normalize to 5 standard types. Filter by name pattern.
Audit trail
Per-molecule processing log for every pipeline run. SMILES validation, tool results, dispositions, exclusion reasons. 21 CFR Part 11 compliant.
Connect your warehouse
Pull compounds, enrich with pre-computed ADMET and FAVES compliance, push results back. Set up in under five minutes.