Connect.
Add spreadsheets, SaaS exports, databases, or object storage with read-only access.
ConvergentConvergent
Turn messy operational data into AI-ready infrastructure.
The operational data problem
Your data is usable. It just isn't reliable enough for agents.
Business data lives across spreadsheets, SaaS exports, databases, and one-off reports. Field names change, schemas drift, and every workflow depends on someone knowing which version is right. Convergent turns that mess into a governed data layer with approved schemas, monitored pipelines, and stable outputs.
Product
Connect the sources.
Approve the schema.
Serve reliable data.
Schema mapping, pipeline generation, drift detection, and governed serving in one product.
Schema engine
Map messy fields to one approved schema
Convergent proposes canonical fields across inconsistent source data, shows confidence levels, and routes ambiguous mappings for human review.
Pipeline generation
Generate pipelines from the approved contract
Once a schema is approved, Convergent runs normalization pipelines, validates incoming data, and monitors drift as sources change.
MCP serving
Expose governed data to agents and workflows
Serve clean, typed data through MCP, REST, or internal workflows with access controls, versioning, and auditability built in.
Platform capabilities
Enterprise-grade security & compliance
Always-current data via scheduled sync
Real-time drift detection & alerts
Typed schema contracts, versioned
Full audit trail on every pipeline run
Read-only source connectors
How it works
From raw sources to governed outputs.
Map.
Convergent proposes a canonical schema and highlights fields that need approval.
Deploy.
Approved schemas become monitored normalization pipelines with drift detection.
Serve.
Expose stable data to agents, dashboards, and internal systems through governed interfaces.
Use cases
Built for operational data that changes shape.
Use Convergent when important workflows depend on exports, reports, and systems that were never designed to work together.
Multi-location operations
Normalize store reports, vendor invoices, labor exports, and regional files into one reporting layer.
Retail and inventory
Unify POS exports, warehouse data, supplier feeds, and merchandising reports across systems.
Finance and planning
Prepare GL extracts, budget files, and entity-level reports for models, dashboards, and agents.
AI workflow enablement
Give agents governed access to business data without exposing raw systems or brittle scripts.
Security
Governed access from day one.
Convergent is designed for sensitive operational data: read-only source connections, scoped permissions, tenant isolation, audit logs, and deployment options for stricter environments.
Role-based access control
Fine-grained permissions per source, schema, and output. Teams see only the data they're entitled to.
Tenant-level isolation
Each organization's data and schema definitions are fully isolated. Nothing crosses tenant boundaries.
Full audit trail
Every schema change, pipeline run, and data access is logged. Know exactly what ran, when, and who approved it.
Available in hosted, private cloud, and customer-managed environments.
FAQ
Frequently asked.
Have a source, workflow, or deployment model in mind? Join the waitlist and we'll reach out when access opens.
ETL tools move data. Convergent creates and maintains the governed contract around that data: canonical schemas, approval workflows, drift detection, and stable interfaces for agents and internal systems.
Your team does. Convergent proposes mappings and flags uncertainty, but ambiguous fields and schema changes can require human approval before they affect downstream consumers.
Convergent detects schema drift, validates it against the approved contract, and can alert your team before broken or unexpected data reaches agents, dashboards, or workflows.
Yes. Convergent supports read-only connectors, scoped access, audit trails, tenant isolation, and private deployment options for teams with stricter security or residency requirements.