Identity, governance, audit by CoreCloud. Activation, semantic layer, and AI copilots via Agentic Cloud.

The modern data workspace to connect, clean, model, and activate your data-then put it to work with AI.
The modern data workspace to connect, clean, model, and activate your data-then put it to work with AI.
Dataswain stitches ingestion, governance, modeling, and activation together. With CoreCloud guardrails, Dataswain's semantic metrics, and agent-ready context, every insight stays explainable and rollout-safe.

Control Room
Governed metric store with lineage, freshness, and access control in one pane.

AI Narratives
Copilots brief teams with explainable insights.

Predictive Dashboards
Forecasting and anomaly detection surfaced visually.
Listen to Dataswain Overview
So teams ship decisions, not dashboards.
Sheets, SQL, warehouses, files, SaaS apps.
Contracts, tests, and lineage make accuracy visible.
Sync to Sheets, apps, and MindAgain agents.
Every workspace bundles trusted data, intelligent automation, and guided actions. Explore how teams experience lakehouse governance, KPI storytelling, and predictive workflows inside Dataswain.

Track freshness SLAs, ownership, and lineage for every dataset and contract.

English + visuals summaries that land in inboxes and chat with context links.

Scenario planning, what-if toggles, and automation triggers in one view.
A place where data could be connected, cleaned, modeled, and then used-not someday, but in the same moment a question is asked.
Some teams had dashboards, others had spreadsheets, and everyone had a different version of the truth. Insights lived in slides; actions lived somewhere else.
We wanted a place where data could be connected, cleaned, modeled, and then used-not someday, but in the same moment a question is asked. Dataswain is that workspace.
It sits on CoreCloud, so identity, roles, regions, audit, and cost discipline are built in from day one. It knows how to pull from Sheets, warehouses, and apps, shape the mess into governed metrics, and show where every number comes from.
And when the insight is ready to move, Agentic_Cloud takes the hand-off: MindAgain can cite Dataswain's definitions, reason over fresh context, and finish the next step-update a range, notify an owner, open a task-without leaving the page.
For customers in health and commerce, that's the difference between staring at charts and shipping decisions with confidence. Dataswain is how teams fall in love with their data again: not because it's trustworthy and it gets work done.
One workspace where metrics are defined once, governed properly, and trusted by everyone.
Identity, compliance, audit trails, and cost discipline come standard-not as afterthoughts.
Agentic_Cloud and MindAgain turn analysis into automated workflows without context switching.
Dataswain learns in the flow of change.
Every ingest, transformation, and definition carries a memory of what it touched and why; when the world shifts-a schema evolves, a feed stutters, a rule tightens-Dataswain captures the lineage, tests the impact, and turns surprises into fixes instead of fires.
Metric logic is versioned like code, reviewed in context, and promoted only when it makes the whole system clearer. Activation isn't the end of the story but the feedback loop: when a cohort drives conversions, when an adherence reminder works, when a savings tracker closes the gap, those outcomes flow back to refine the models that produced them.
Because it partners with Agentic_Cloud, the gains are felt where it matters:
Over time, the truth gets easier to find, easier to explain, and easier to act on-so your data doesn't just inform the business; it moves it.
Help SMBs get a single source of truth and practical AI-without heavy lift. We productize the stack so you get speed and affordability, and we keep it flexible for your tools.
Bring in Google Sheets/Drive, S3, Postgres, MySQL, BigQuery, Snowflake, Redshift, CSVs.
Each Dataswain pillar layers governance with guided action so analytics, predictions, and copilots stay aligned with the rigor of your lakehouse.
Built for Owners, Ops, Finance & Marketing teams who need consistent KPIs and faster decisions without hiring a large data team.
Built on Cloudain. Governance & auditability aligned with Securitain.
Start turning data into decisions. Book a demo to see how Dataswain delivers measurable value in 90 days.