With your data · Or with none

Two ways to
a live prediction API

Lake and Lab prepare tables for ML and Forecast. Loop and Resolve start with no dataset — live learning, or a choice and a score from text you define.

See how teams use it →

A CSV for ML and Forecast, or no dataset for Loop and Resolve.

How it works

Two paths, then one API

Bring tables for ML and Forecast, or start with no dataset for Loop and Resolve. Both end in a monitored endpoint.

Explore ML
Heimdall workspace
Bronze
Silver
Gold

ML

Churn classifier

gold.customers

Forecast

Demand plan

gold.orders

Trained on gold you published in Lake

Platform architecture

Two paths. One API.

ML and Forecast train on gold from Lake and Lab. Loop and Resolve start with no dataset. Both ship a monitored endpoint.

Needs your data

From your data

Data Warehouse → ML and Forecast

Ingest and explore in Lake and Lab, publish gold, then train classification, regression, or a time series. These products need your tables.

Lake layers

Bronze
Silver
Gold
No dataset

Loop and Resolve

Live learning, or text you define

Start without gold tables. Loop learns from live feedback. Resolve turns text into a choice or a score you write yourself.

Either path

Production

Deploy and monitor

Either path ends in a REST API, usage monitoring, and a health check. The key is issued on the asset, then your app calls it.

Already have a database? Connect a database in Lake · Create a Free Account

Products

Bring data, or start without it

Data Warehouse, ML, and Forecast train on the tables you publish. Loop and Resolve start with no dataset.

Needs your data

Data Warehouse

Lake

Bronze, silver, and gold catalog

Ingest structured and unstructured data, then publish gold tables models can train on.

CSV & DBUnstructuredSilverGold

Lake layers

Bronze
Silver
Gold
Modeling
Data Warehouse

Lab

New

Python notebooks on Lake data

Profile Lake tables with pandas and charts, then save transforms back to silver.

From your data

ML

No-code ML

Classification and regression on gold data, then a REST API.

From your data

Forecast

Time series

Explainable forecasts you can call when planning demand or capacity.

Starts with no dataset

No dataset

Loop

Online learning

Models that keep learning from new live data.

No dataset

Resolve

Text answers

A choice or a score from text, using answers you define. No training data.

Heimdall Logo

Ready to put a model in production?
Bring data, or start without it.

ML and Forecast train on gold from Lake and Lab. Loop and Resolve start with no dataset, including ticket routing and urgency scoring.