The integration philosophy
An AI agent is only as useful as the systems it can read from and act on. Clodron's position is that the agent should come to your tools, not the other way around: automation projects should not begin with a migration. Clodron builds integrations with the systems a business already runs, using each platform's official APIs, and treats the integration layer as normal production software with authentication, error handling, rate limit awareness and logging.
To be precise about what that means: these are integrations engineered per project against public APIs, not a marketplace of prebuilt native connectors. That honesty matters, because it is also the strength of the approach. A built integration can encode your exact process, including the strange field your team repurposed years ago, where an off the shelf connector forces your process into its shape.
Systems Clodron typically connects
Most automations touch a familiar set of categories:
- Email: Gmail and Google Workspace or Microsoft 365, for reading inboxes, drafting and sending, plus dedicated sending infrastructure for outbound campaigns.
- Messaging: WhatsApp through the official Business API, and Slack for internal notifications, approval buttons and agent conversations where your team already talks.
- CRM: HubSpot and comparable platforms, for contact, deal and activity automation as described in the CRM guide.
- Knowledge and docs: Notion and similar workspaces, so agents can read your internal documentation and write structured reports back into it.
- Calendars and scheduling: booking calls from a reply without a back and forth thread.
- Custom and legacy systems: internal databases, ERPs and admin panels exposed through APIs, exports or purpose built bridges.
How access is kept safe
Integration security follows the least privilege principle. Each agent gets its own credentials scoped to what it actually needs: an agent that reads support email does not get send rights on the sales domain, and an agent that updates CRM fields does not get delete rights. Credentials are stored in a secrets manager rather than code, every API action is logged with the agent's identity, and access can be revoked per agent without touching anything else.
Starting an integration project
The practical first step is an inventory: list the tools involved in the process you want to automate, who owns the admin access, and whether each tool exposes an API on your current plan. Send that list with your brief to berke@clodron.com and the feasibility answer usually comes back quickly, because the categories above cover most of what businesses run.