Company Profile
Zapier is the leader in easy automation, helping businesses automate workflows and move data across nearly 8,000 apps. The company’s no-code automation platform is used by over 3.4 million businesses, from startups to Fortune 100 companies.
Behind the scenes, a lean detection and response team monitored security alerts to quickly identify and stop threats. Every day, the team faced unpredictable alert volumes. Each alert investigation demanded pivots across multiple systems, draining time and pushing critical projects like detection engineering, observability, and vulnerability management further behind.
Challenges
With no option to grow headcount, Zapier’s detection and response team set out to solve challenges that stretched far beyond their size:
Challenge | Description |
|---|---|
Too Few Hands for Too Much Risk | A company of Zapier’s scale was defended by a team you could count on one hand. Some days brought more alerts than could reasonably be investigated by the analyst on shift, potentially slowing response as each analyst could only perform one investigation at a time. |
Alerts That Ate Entire Sprints | Triage wasn’t just a daily distraction; it consumed entire sprints. The standing Jira ticket for “Alert triage” swallowed story points that should have gone into building detections or hardening systems. Projects that would mature the security program slipped, sprint after sprint. Michael Kuchera, Detection and Response Manager, recalls: “Spending time doing triage as a small team really impacts what else you can do. It meant that other programs fell behind.” |
Noise That Trains You to Miss the Signal | When the same noisy alerts appeared day after day, analysts fought against human nature. Making assumptions or taking shortcuts meant that a real threat might get lost in the noise. What the team needed was consistency, every alert investigated thoroughly, every time. |
Selection & Implementation
Zapier’s security team had seen plenty of tools that promised automation, but most didn’t deliver what they needed—a solution that could autonomously carry complex investigations to completion.
Kuchera explains why the team found Dropzone AI appealing:
“Dropzone AI stood out because it worked like an analyst, not a rules engine. Unlike other automation tools, it isn’t a black box; analysts can see every query it runs and every piece of evidence it gathers, which builds trust in the results.”
Michael Kuchera, Detection and Response Manager, Zapier
Prior to deploying Dropzone, Alana Kim, Sr. Security Incident Response Engineer at Zapier, had built a service to enrich alerts but it required a lot of ongoing effort to maintain. Dropzone AI met all the requirements of that project and more.
“For me, the aha moment was when I was using the Ask a Question feature and saw how Dropzone pulled data from Okta, AWS, Google Workspace, and Panther to answer a question. I didn’t have to go system by system; I could just ask, and Dropzone pulled it all together.”
Alana Kim, Sr. Security Incident Response Engineer, Zapier
The deployment was completed in two days. Dropzone integrates with Zapier’s core systems and pushes enriched investigations directly into Panther. They connected to their corporate Slack so that Dropzone can conduct AI interviews of users, when necessary.
The Zapier team appreciates Dropzone AI’s ability to learn details about the environment and business.
“We add details to context memory and the Dropzone AI system will take those into account during investigations. For example, we can flag users who are traveling and Dropzone will raise the severity of related alerts.”
Alana Kim, Sr. Security Incident Response Engineer, Zapier
Benefits Realized with Dropzone AI
From 100 Investigations a Day to a Handful That Matter
Zapier’s security team once faced 50–100+ alert investigations daily, most of them turning out to be false positives. Dropzone collapsed that noise into only the handful that truly needed attention.

Minutes Instead of Afternoons
What used to take 10-15 minutes on average now takes under two minutes. Investigations arrive fully enriched and ready to act on.

No More Guesswork
Dropzone conducts thorough investigations—taking steps beyond what a human would typically complete.

Engineers Building, Not Chasing Alerts
With alert triage off their plate, Zapier’s engineers spend time engineering detections, expanding observability, and projects that improve the maturity of the security program.

Even Compliance Runs Smoother
The Governance, Risk, and Compliance (GRC) team self-serves through Dropzone’s Ask a Question feature. Audit evidence, provisioning checks, and user investigations no longer interrupt security; they’re answered instantly, without pulling analysts away from higher-value work.

Scale Security Without Adding Headcount
Dropzone acts like a 24/7 SOC analyst team, delivering consistent investigations directly into workflows, allowing Zapier to scale without hiring or outsourcing.
Key Performance Indicators (KPIs) and Results:
85%
faster investigations, with alert triage time reduced from 10–15 minutes to under 2 minutes
1–2 hours
of analyst time saved daily in alert investigations
Expanded capacity
for alert investigations without hiring or outsourcing
Reduced risk
through more thorough and consistent alert investigations
A Lean Security Team, Finally in Control
Zapier’s detection and response team is much more efficient and effective with Dropzone AI handling alert triage and investigation. The time savings have been apparent.
“The difference that Dropzone has made in terms of time reclaimed is obvious in our monthly reports and caught the attention of our executives.”
Michael Kuchera, Detection and Response Manager, Zapier
