Actuate's AI Gun Detection Software Is Now Watching 1,000 Sites

The New York startup, led by an industry veteran, is betting its cloud-based detection can retrofit security infrastructure without new hardware.

About Actuate

Published

The average security camera is a passive recording device, generating a mountain of footage for a human to sift through after an incident. Actuate’s bet is that the intelligence should happen before the event, in real time, and on the existing hardware. The company’s software analyzes live video feeds from conventional security cameras, looking for specific threats like firearms, intruders, or workplace hazards, and sends automated alerts to security teams.

Founded in 2018, the New York-based company has deployed its analytics at more than 1,000 sites, from schools and offices to military facilities and construction sites [BusinessWire, April 2021]. Its pitch is a pragmatic one: avoid the capital expenditure of new camera systems by layering AI onto the infrastructure already in place.

The software-only wedge

Actuate’s primary technical constraint is also its main sales argument. The system is cloud-based and requires no additional hardware to be installed on-site [SMART Security Solutions, Unknown]. It connects to a facility’s existing network video recorder or camera management software, ingesting video streams for analysis.

The company claims its models can detect guns, intruders, loitering, and crowd formation, among other events [Milestone Systems, Unknown]. For security directors, the promised tradeoff is straightforward. The software aims to drastically reduce the false positives that plague traditional motion-sensor-based alarms, allowing human monitors to focus on verified threats. One test cited a false alarm detection rate of well over 90% on sample video [SMART Security Solutions, Unknown].

This approach positions Actuate against competitors who may sell integrated hardware-software bundles or require edge appliances. The wedge is economic and operational, targeting organizations with sunk costs in camera infrastructure but insufficient human monitoring bandwidth.

A leadership shift for scale

The company’s founding story is mission-driven, rooted in co-founder Sonny Tai’s background as a U.S. Marine Corps captain and a desire to prevent mass shootings [TechStartups, April 2021]. Co-founder Ben Ziomek brought data science experience from Microsoft [TechStartups, April 2021]. By late 2024, a transition was underway. Sonny Tai stepped down as CEO, and industry veteran Ken Francis was appointed to the role [Steve Walker, LinkedIn, Retrieved 2026] [Security Sales & Integration, Unknown].

Francis brings more than 35 years in security and technology, including experience leading large businesses [Amazon Music, September 2025]. This change signals a shift from founding vision to commercial scaling, focusing on enterprise sales and partnership channels crucial for reaching the broad market Actuate targets.

Role Name Key Background
CEO Ken Francis 35+ years in security tech, leadership of billion-dollar businesses [Amazon Music, September 2025]
Co-Founder & President Sonny Tai Former U.S. Marine Corps Captain, MBA from University of Chicago [TechStartups, April 2021]
Co-Founder Ben Ziomek Former program manager at Microsoft, University of Chicago [TechStartups, April 2021]

Traction and partnerships

Actuate reports its analytics are trusted by hundreds of customers nationwide [BusinessWire, April 2021]. Its deployment across over 1,000 sites indicates a product that works at a operational level, integrated into diverse environments like affordable housing, high-end residential buildings, and industrial facilities [BusinessWire, April 2021].

Recent moves show a focus on embedding its AI into broader security platforms, a key distribution strategy. The company is a certified partner powering Immix's AutoPatrol solution [Immix, June 2025] and has integrated with Evalink, Sitasys’s cloud alarm platform, to deliver real-time detections [Actuate, March 2026]. These partnerships are less about one-off sales and more about becoming a component within established security workflows.

Funding has supported this growth. The company has raised a total of $23.8 million, including an $8 million Series A led by Tribeca Venture Partners in April 2021 and an $11.5 million Series B [Tracxn, Unknown] [TechStartups, April 2021] [Actuate, Unknown].

Series A (Apr 2021) | 8 | M USD
Series B (Unknown) | 11.5 | M USD
Total Disclosed | 23.8 | M USD

The technical breakdown and scale risks

From an infrastructure perspective, Actuate’s model is a classic cloud compute problem. Video streams are data-heavy, and processing them in real time for object detection requires significant, low-latency inference. The company’s claim of over 99% accuracy for gun detection is a performance benchmark, but it exists in a controlled context [BizFortune, Unknown]. The real test is maintaining that performance across thousands of concurrent streams, in varying lighting and camera quality conditions, without latency spiking.

The system’s effectiveness hinges on a few technical pillars. First, the model’s precision must be exceptionally high to avoid the very false alarms it’s meant to eliminate. Second, the cloud architecture must be resilient and geographically distributed to minimize lag for nationwide customers. Third, integration must be smooth across a fragmented landscape of camera manufacturers and video management systems.

Scaling this presents clear risks. The computational cost per camera stream is non-trivial, and gross margins will be pressured if inference efficiency doesn’t improve faster than customer acquisition. Furthermore, the product’s value is tied to its alert accuracy. A single high-profile failure,a missed weapon or a cascade of false alerts during a crisis,could undermine trust in a way that’s difficult to recover from. The company’s next twelve months will likely be measured not just by new site counts, but by the stability and cost profile of its serving infrastructure as it pushes beyond a thousand deployments.

Navigating a competitive landscape

Actuate operates in a competitive field that includes players like Evolon, Intelex Vision, and ZeroEyes. Its software-only, retrofit approach defines its niche, but that also defines its challenges.

  • Hardware-agnostic advantage. By avoiding proprietary cameras, Actuate can appeal to cost-conscious enterprises. This lowers the barrier to adoption but may limit performance optimization compared to integrated systems.
  • The integration burden. Supporting countless camera models and VMS platforms is an ongoing engineering commitment. Each new partnership, like those with Immix and Sitasys, helps but also adds complexity.
  • The data flywheel. The company’s long-term accuracy depends on a diverse and growing dataset of real-world video. Competitors with different deployment models may amass data more quickly in specific verticals.

The company is aiming for a market it estimates at $5 billion [Forbes, December 2018]. Success will depend on executing its partnership strategy flawlessly and proving that its cloud-based analytics are not just accurate, but indispensable and reliable enough to become a standard layer in the security stack.

Sources

  1. [TechStartups, April 2021] Artificial intelligence startup Actuate raises $8M funding for gun-detection AI security tech | https://techstartups.com/2021/04/29/artificial-intelligence-startup-actuate-raises-8m-funding-gun-detection-ai-security-tech-keep-society-safer-gun-threats/
  2. [BusinessWire, April 2021] Actuate Raises $8 Million in Series A Funding | https://www.businesswire.com/news/home/20210429005242/en/Actuate-Raises-8-Million-in-Series-A-Funding
  3. [Amazon Music, September 2025] Pitch Build Scale - From Military to Machine Learning: Scaling AI Video Surveillance with Ken Francis, CEO of Actuate | https://music.amazon.de/podcasts/8e0ecfc6-7752-4aab-8f10-9dc10f065090/episodes/d5c94538-e9a9-4718-aee4-ce8d59cb8cda/pitch-build-scale---startup-founder-stories-in-the-age-of-ai-040---from-military-to-machine-learning-scaling-ai-video-surveillance-with-ken-francis-ceo-of-actuate
  4. [Actuate, March 2026] Q1 2026 - Newsletters | https://actuate.ai/march-2026/
  5. [SMART Security Solutions, Unknown] Actuate AI gun detection software | Not Available
  6. [Milestone Systems, Unknown] Actuate | Not Available
  7. [BizFortune, Unknown] Actuate AI gun detection software | Not Available
  8. [Forbes, December 2018] AI Security Camera Software Aims For $5 Billion Threat Detection Market | https://www.forbes.com/sites/elizabethmacbride/2018/12/29/smart-security-cameras-aim-for-5-billion-threat-detection-market/
  9. [Tracxn, Unknown] Actuate - 2026 Company Profile | https://tracxn.com/d/companies/actuate/__wFEtPFOslxGOhykXLkqpZ2Lv0zueT1GHYl-gCVEfWG8
  10. [Actuate, Unknown] Actuate Secures $11.5 Million Fund To Advance AI | https://actuate.ai/actuate-11-5m-funding-ai-guarding/
  11. [Immix, June 2025] Actuate selected as partner to power Immix's AutoPatrol solution | Not Available
  12. [Security Sales & Integration, Unknown] Ken Francis appointed CEO of Actuate | Not Available
  13. [Steve Walker, LinkedIn, Retrieved 2026] Sonny Tai stepped down as CEO of Actuate | https://www.linkedin.com/in/steve-walker-5b3b3b1/
  14. [Daniel Forrest, LinkedIn, Retrieved 2026] Sonny Tai is President of Actuate | https://www.linkedin.com/in/daniel-forrest-5b3b3b1/

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