System Architecture

Connect To What
Already Exists

A rip and replace strategy destroys institutional memory

We leave existing systems of record intact and build an intelligence layer over them

Financial Ledgers & ERPs

QuickBooks Online
NetSuite
Xero
Sage Intacct

Communications

Microsoft 365
Google Workspace
Slack
RingCentral

Vertical SaaS & CRMs

Salesforce
HubSpot
ServiceTitan
Zenoti
Jobber

Unstructured Data

PDF Invoices
Excel Directories
Paper Forms
Text Exports

Custom Integrations

Many small businesses rely on legacy on-premise software or physical files

Our ingestion layer uses specialized OCR and open source models to parse structure and route data from undocumented systems into your Operating Graph