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Built on CoreCloudPart of Agentic Cloud

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

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Dataswain Platform
Dataswain - fall in love with your data

The modern data workspace to connect, clean, model, and activate your data-then put it to work with AI.

GovernedPredictiveAgentic

Dataswain - fall in love with your data

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.

Dataswain control center

Control Room

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

Narrative analytics

AI Narratives

Copilots brief teams with explainable insights.

Predictive dashboards

Predictive Dashboards

Forecasting and anomaly detection surfaced visually.

Dataswain turns messy, scattered data into trustworthy, action-ready insights

So teams ship decisions, not dashboards.

Connect anything

Sheets, SQL, warehouses, files, SaaS apps.

Trust the truth

Contracts, tests, and lineage make accuracy visible.

Activate instantly

Sync to Sheets, apps, and MindAgain agents.

Platform Snapshots

See Dataswain in motion

Every workspace bundles trusted data, intelligent automation, and guided actions. Explore how teams experience lakehouse governance, KPI storytelling, and predictive workflows inside Dataswain.

Governed Lakehouse Canvas

Governed Lakehouse Canvas

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

Dataswain Studio
Narrative KPI Briefings

Narrative KPI Briefings

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

Dataswain Studio
Predictive Actions Console

Predictive Actions Console

Scenario planning, what-if toggles, and automation triggers in one view.

Dataswain Studio
Our Story

Why We Built Dataswain

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.

Dataswain
Sheets
Warehouses
Apps
Metrics
Unified Data Workspace: Connect, Clean, Model, Use

Unified Truth

One workspace where metrics are defined once, governed properly, and trusted by everyone.

Built on CoreCloud

Identity, compliance, audit trails, and cost discipline come standard-not as afterthoughts.

Action-Ready Insights

Agentic_Cloud and MindAgain turn analysis into automated workflows without context switching.

Continuous Evolution

How Dataswain keeps getting better

Ingest
Transform
Learn
Improve
Continuous Learning Feedback Loop

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.

Built on CoreCloud

Improvements propagate safely
Permissions stay tight
Residency is honored
Evidence accumulates
FinOps signals keep pipelines efficient

Shared Capability

Because it partners with Agentic_Cloud, the gains are felt where it matters:

Minds answer with fresher facts
Cite precisely
Choose smaller, smarter contexts
"
"

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.

Our Mission

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.

How It Works

Connect

Bring in Google Sheets/Drive, S3, Postgres, MySQL, BigQuery, Snowflake, Redshift, CSVs.

Step 1
Connect & Govern
Step 2
Define & Visualize
Step 3
Predict & Act
Three-Step Data Intelligence Flow
What You Get

Everything teams need to trust, activate, and automate their data.

Each Dataswain pillar layers governance with guided action so analytics, predictions, and copilots stay aligned with the rigor of your lakehouse.

Lakehouse & Governance

Data contracts, lineage, RBAC.

Medallion layers (raw + clean + gold)
Data quality tests & freshness SLA
Searchable catalog with lineage
Role-based access & PII masking

Analytics Hub & KPI Dashboards

Semantic layer + KPI dashboards.

Governed metric definitions
Industry starter templates
Role-based dashboard views
Self-serve with drill-downs

Predictive Intelligence

Forecasting, churn, anomaly.

Demand forecasting & MAPE tracking
Churn and propensity models
Anomaly and fraud detection
Model monitoring & retraining

AI Copilots & Automations

NLQ, narrative reports, alerts + playbooks.

Natural language Q&A over metrics
Weekly narrative briefings
Alert + approval + action flows
Audit trails & governance

Who It's For

Built for Owners, Ops, Finance & Marketing teams who need consistent KPIs and faster decisions without hiring a large data team.

Owners
Ops
Finance
Marketing

Trust & Security

Built on Cloudain. Governance & auditability aligned with Securitain.

Try Dataswain with a guided pilot

Start turning data into decisions. Book a demo to see how Dataswain delivers measurable value in 90 days.

Frequently Asked Questions