We Built a Swarm Before We Sold One
Queen City AI built its own agent swarm before offering to build anyone else's. Here is what we learned, and why we are ready to build yours.
By Justin

A lot of agencies are selling AI transformation right now. We wanted to know what it actually takes before we sold anything.
So we built our own product first.
DonorSignal is a Queen City AI product — a nonprofit fundraising intelligence platform that runs on an autonomous agent swarm we designed and operate ourselves. No SDR team. No manual research. No one sitting in a CRM moving leads from one column to the next. Eight agents running every weekday morning, finding and qualifying prospects, writing personalized outreach, tracking engagement, and generating content — fully unattended.
We built it because we needed to prove the architecture in production, on real data, with real business stakes. It works. Now we build it for other businesses.
What a swarm actually is
Not a chatbot. Not a workflow tool. Not another SaaS platform with a 30-day trial.
A swarm is a set of AI agents — each with a defined job — that run in coordination, around the clock, on your business logic. They pass signals to each other, learn from outcomes, and operate without anyone managing them day to day.
For DonorSignal, one agent scouts nonprofit databases every morning. Another scores every lead and automatically recalibrates its own weights based on what actually converts. A third finds decision-makers at each organization, scrapes their website, and extracts the specific problems they are dealing with in their own words. A fourth writes a personalized three-touch email sequence for each one and sends it. A fifth tracks opens, clicks, and replies and feeds that back into scoring. Two more handle content and thought leadership. One orchestrates the whole thing and posts status updates throughout the day.
This is running right now, on our infrastructure, while we do other work.
It lives where you already work
The interface is not a web app you have to remember to check. It runs through wherever your team already communicates.
We run DonorSignal's swarm through Discord. Depending on your setup and preference, yours can run through Slack, Teams, iMessage, or WhatsApp. You talk to it the way you would talk to a sharp colleague.
What are the top prospects this week? Draft a follow-up for anyone who opened twice but did not click. How is the pipeline looking?
It answers in plain language, takes action, and reports back.
There is no off-the-shelf version
We are not selling you a product with your logo on it.
We sit down with you and map your actual workflow — where your leads come from, how you currently nurture them, what your team's voice sounds like, what your growth goals are. Then we build the swarm around that. The agents connect to your data, learn your patterns, and run in your environment.
Some businesses need a sales pipeline swarm. Others need a content machine, a competitive intelligence engine, a customer research loop, or an operations layer that keeps things from falling through the cracks. The architecture is the same. The build is entirely yours.
We proved it on ourselves first
DonorSignal went from zero to a 54% open rate across thousands of qualified prospects, with no dedicated headcount on top of funnel. We know what it takes to get a swarm into production and keep it running because we do it every day for our own business.
That is the difference between an agency that talks about agents and one that runs them.
If you want to stop doing by hand what a swarm could do while you sleep, let us know what you are working on.
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