Data spread across many systems
Customers in the CRM, orders in the shop, pricing in the ERP and contracts in a file store.
AI fails on access, not on intelligence.
None of it was designed to be read by a machine, and pilots stall here far more often than they stall on model quality. We do that work rather than route around it: connectors into the systems you run, a clean surface for reading and writing, and the data hygiene that decides whether any of the rest works.
The problem
The data is in six systems, three schemas and one spreadsheet.
Systems never built to be read by AI
Different schemas, inconsistent records and access that was designed for people, not software.
Pilots that stall at access
Most AI projects fail on getting to the data, not on the quality of the model.
What we build for integration & data.
- CRM - Salesforce, HubSpot, Dynamics
- Ticketing - Zendesk, Intercom, in-house desks
- Commerce - Shopify, Wix, custom catalogs
- ERP, internal APIs, databases and file stores
Deployment follows your policy, not ours. The questions your security team will ask are answered in full.
How it works
How we build it
- 1
We audit what you run
Every system involved, how it is accessed, and what state its data is in.
- 2
We build the connectors
Read or read and write, with the narrowest access each job needs.
- 3
We clean the surface
One consistent layer for AI to read from and write to, without changing your systems of record.
- 4
We keep it running
Monitoring and maintenance as your systems and their APIs change.
What it looks like running
Connected systems
Salesforceaccounts · contacts · casesread / write
Zendesktickets · macrosread / write
Shopifycatalog · stock · ordersread
Internal ERPpricing · credit termsread
S3 archivecontracts · specificationsread
Nothing migrated and nothing replaced - every one of these stays the system of record.
Where it fits
Where integration & data fits
CRM and helpdesk
Salesforce, HubSpot, Dynamics, Zendesk and Intercom, read and written safely.
Commerce and ERP
Shopify, custom catalogs, SAP and internal pricing systems connected without migration.
Documents and data
File stores, databases and internal APIs made available to AI with access you control.