Swirls turns one working agentic system into something you deliver again and again, with each client’s differences explicit and every run accounted for.
What you’re building is a portfolio: one reusable system, each client’s differences in source, and the operating history behind both. Every client workspace is isolated, governed, and billable on its own.
Keep the shared system in source control. Each client gets their own project, their own connections, and their own audit trail, and you operate all of it from one place.
Client twenty costs you a deploy, not a rebuild.
Start every engagement from the same core, make each customer’s policy and integrations explicit in source, and hand off something reviewable instead of tribal knowledge.
Deployment twenty is easier to review than deployment one.
Scheduled discovery, research agents, deterministic scoring, and review-gated outreach run as one durable system instead of a pile of scripts around the CRM.
Swirls runs its own GTM pipeline this way: agents for judgment, workflows for repeatability, review before anything reaches a customer.
Standardize the parts that should compound, and keep credentials, policies, and integrations explicit where clients differ.
Scheduled discovery starts research agents, deterministic workflows score the accounts, and a review gate sits in front of anything customer-facing. Streams and views give the operator one durable place to watch it all.
Build the shared system in Swirls, connect each client’s environment, and operate every deployment from one place.