Quill Never Tires: An insight into a real agentic AI use case
Josh Hunt
October 2, 2025
One site. 1,000+ human detections an hour.
That's the reality for many modern businesses. Cameras capture everything: movements, shadows, environmental noise, and the daily flow of people. For years, cameras only recorded. Recently, businesses turned to human operators who sat behind banks of monitors, scrubbing through detections, chasing false alarms, and burning payroll just to separate noise from signal.
With hours wasted, attention lost and threats slipping through, Watchful decided to take this challenge on.
From Fatigue to Forensics in Real Time
Now, Watchful's powerful AI, Quill, means that burden is gone.
With Watchful's Investigative Portal powered by Quill, every detection is automatically analyzed, filtered, and organized into a real-time forensic case file.
As you can see in the image, the grey dots represent the thousands of distractions human monitors traditionally face: motion events, irrelevant activity, harmless background.
And with Quill, we've categorised the red alarm banner as the important signal: the true threat, isolated from the noise, instantly escalated.
Human's no longer waste hours sifting. They see what matters immediately.
1,000+ Detections, Zero Fatigue
Even sites with 1,000+ detections an hour can now be monitored with unwavering attention. Quill doesn't tire, doesn't lose focus, and doesn't require more labor to keep up.
- No wasted payroll: routine review is automated.
- No blind spots: every event is logged, filtered, and searchable.
This isn't surveillance. It's an AI security guard behind every camera, scrubbing, analyzing, and building the forensic trail before you even ask.
Accuracy You Can Trust
Our models deliver 99.9%+ accuracy in identifying true threats. That means:
- Fewer false alarms.
- Faster decision-making.
- Better allocation of human expertise.
Humans don't need to watch everything. They need to act on the right things. Quill delivers that.
From Watching → Acting
The future of monitoring isn't more eyes on screens. It's not adding more security guards to sit in front of more monitors.
The future is Quill delivering the case file to you in real time: so operators act, not sift.