Disconnected tools create AI bottlenecks. Integration planning determines whether automations scale or fragment across departments.
We inventory every system that touches customer, order, and operational data — HubSpot, Salesforce, Google Sheets, Notion, Stripe, Telegram, internal APIs, and legacy ERP endpoints. Each connector gets a data contract: which fields sync, how often, and who approves exceptions.
WhatsApp Business API, webhooks, and middleware (including Zapier-style bridges where appropriate) feed a single execution layer. That layer writes back to CRM and ERP so teams work from one source of truth — not parallel spreadsheets maintained by hand.
Integration-first planning prevents the most common failure mode: a clever chatbot that cannot update the systems your finance and ops teams trust. We document every path before build and test with real transaction volumes.
See how we implement integrations across industry case studies.
