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Where a connector points at a source, a dataset is the unit Summand actually works with. One dataset = one table = one curated Parquet copy = one computed-context history.

What’s in a dataset

A dataset doesn’t need a target column. Predictive components (like the predictor) take the target column as a typed input when you configure an experiment. See Experiments.

What you do with a dataset

Three primary actions, in increasing order of commitment:
  1. Chat — open Summand and ask questions. The dataset’s curated Parquet, schema, column stats, and context are all available to the assistant. It can run one-shot SQL, generate charts, and propose views or experiments.
  2. Create a view over it — save a SQL transformation, optionally joining other datasets, queryable by chat and usable as an experiment source.
  3. Set up an experiment — schedule one or more components to run on the dataset (or a view of it) on a cron. Outputs are versioned.

The dataset detail page

Datasets have a configuration page with these tabs. They’re all about tuning behavior, not browsing analysis output (analysis output lives in chat and on the Components tab): Most users never visit anything beyond Overview.

Schema and types

Summand infers column types from the data on ingest. The Schema tab shows the inferred types and lets editors add a description to each column.

Versioning

Each component run produces a new computed-context version keyed by (datasetId, version). The latest version is what the UI reads; older versions remain queryable for audit and comparison. A new version is created when components run:
  • You start a run from the dataset page or from chat
  • An experiment runs (manual or scheduled)
  • A retrain policy fires on its schedule, on drift, or when enough new rows arrive
Refreshing a connector or re-uploading a CSV updates the data but doesn’t start a component run by itself.

Limits

The active-dataset cap applies per account, not per connector:
  • Free: 3 active datasets total
  • Pro / Education: unlimited
  • Enterprise: unlimited