AutoMap
Automatic field-type inference and target-schema resolution. Confidence-scored, taxonomy-validated, and surfaced for steward approval before anything fires.
PRODUCT · DATA GOVERNANCE
CleanFlowAI — the data-trust layer
AI-assisted profiling, deterministic execution, and immutable audit. Suggest, approve, execute — the operating model regulated industries need to trust their data again.
From messy source to trusted record.
CleanFlowAI is the data-quality and governance platform for teams that cannot afford silent failures. AutoMap reads your schema. Business Rules Suggestion drafts validation. The Quarantine Editor surfaces every failed row for steward review. And every action — from a single rule approval to a cross-system migration — is captured in an immutable audit trail your regulators can read.
FOUR PILLARS
Intelligence with provable determinism.
The combination of AI-assisted suggestion and deterministic, replayable execution is exactly the operating model that regulated industries need.
Business Rules Suggestion
AI drafts validation, transformation, and quality rules from your data — every suggestion explainable, version-controlled, and reviewable.
Quarantine Editor
Failed records aren't silently dropped. They land in a reviewer-friendly editor where stewards can fix, re-run, or escalate — with full lineage.
Immutable Audit
Every suggestion, approval, and execution is captured in an append-only ledger. Auditors and regulators see the same trail your stewards do.
PLATFORM CAPABILITIES
Everything your stewards need, in one console.
Suggest → Approve → Execute
The operating model behind every action. AI proposes, stewards approve, deterministic engine executes — no opaque automation, no after-the-fact inference.
Column-level Profiling
Eleven-plus metrics per column — null rate, cardinality, distribution skew, parse rate, pattern coverage — captured in a single profiling pass.
CleanDataShield Rules
Validation rules with deterministic execution and replayable outcomes. Approve once, run consistently across every dataset and every batch.
Version-controlled Blueprints
Transformation logic lives as versioned blueprints. Roll forward, roll back, branch, and compare — your data pipelines treated like code.
OAuth Connectors
Native connectors for SAP, Salesforce, NetSuite, Snowflake, Epicor, MS Dynamics, QuickBooks, Zoho — incremental, stateful, and resilient.
Real-time Jobs
Stream-aware orchestration with retry, checkpoint, and back-pressure handling. Long-running migrations and continuous syncs treated as first-class citizens.
Schema-drift Reconciliation
Detect upstream schema changes the moment they appear. Mappings adapt with reviewer approval, never silently — your pipelines never break in the dark.
Identity-scoped Access
Row-level, column-level, and dataset-level access control tied to user identity. Approval-based change control across every artifact.
Warehouse-native Output
Ship cleaned, validated, governed data directly to your warehouse — Snowflake, BigQuery, Redshift — in formats your downstream tools already trust.
IDEAL FOR
Built for regulated industries.
Banking, Capital Markets & Insurance
Regulatory data quality, KYC enrichment, and reconciliation pipelines — all with provable determinism and the immutable lineage your auditors and regulators demand.
Healthcare & Life Sciences
Clinical, claims, and patient-master records require fixed, deterministic transformations. CleanFlowAI runs them with steward approval and full audit traceability.
Manufacturing, Supply Chain & ERP
Migrations and ongoing sync between SAP, NetSuite, Epicor, MS Dynamics, and warehouse targets. AutoMap accelerates field resolution; blueprints keep it reproducible.
Public Sector & Compliance-led Enterprises
Where every change must be traceable and every rule justifiable, CleanFlowAI’s Suggest → Approve → Execute model becomes the operating standard.
Bring us your messiest dataset.
We’ll show you exactly what CleanFlowAI can profile, fix, quarantine, and automate — with your stewards in the loop.
Book a Demo→