Actuate
AI-powered video analytics that connect to existing security cameras to detect threats and send automated alerts.
Website: https://actuate.ai/
Cover Block
Public sources
| Field | Value |
|---|---|
| Name | Actuate |
| Tagline | AI-powered video analytics that connect to existing security cameras to detect threats and send automated alerts [TechStartups, April 2021] |
| Headquarters | New York, United States [Crunchbase] |
| Founded | 2018 [TechStartups, April 2021] |
| Stage | Series B [Actuate] |
| Business Model | SaaS |
| Industry | Security |
| Technology | AI / Machine Learning |
| Geography | North America |
| Growth Profile | Venture Scale |
| Founding Team | Co-Founders (2), Sonny Tai and Ben Ziomek [TechStartups, April 2021] |
| Funding Label | $10M+ |
| Total Disclosed | ~$23,800,000 [Tracxn] |
Links
Public sources
- Website: https://actuate.ai/
- LinkedIn: https://www.linkedin.com/company/actuateai
Executive Summary
PUBLIC Actuate builds AI video analytics software that plugs into existing security cameras to detect threats and trigger automated alerts, a proposition that merits attention because the company had already reported deployments at more than 1,000 sites and use by hundreds of customers by April 2021 [BusinessWire, April 2021] [TechStartups, April 2021]. Founded in 2018 and formerly known as Aegis AI, the company appears to have been shaped around a practical security wedge rather than a hardware bet: software-only deployment on installed camera infrastructure, with reported use cases spanning gun detection, intruder detection, loitering, crowd monitoring, workplace hazards, and camera-health monitoring [Crunchbase] [TechStartups, April 2021] [Milestone Systems].
The founding team brings a mix of security and operating context. Co-founder Sonny Tai was identified in public coverage as a former U.S. Marine Corps captain and University of Chicago MBA student, while co-founder Ben Ziomek was described as a former Microsoft program manager who also studied at the University of Chicago [TechStartups, April 2021] [TechCrunch, July 2019]. Public reporting later points to leadership evolution, with Ken Francis identified as CEO in 2025 coverage and described there as a longtime security and technology operator, although the available evidence does not pin down the timing of that transition with precision [Amazon Music, September 2025] [Security Sales & Integration].
On funding, the cleanest confirmed round is the $8 million Series A announced in April 2021 and led by Tribeca Venture Partners, with participation from Scribble Ventures, OCA Ventures, Context Ventures, Bling Capital, Upside Partnership, and Tensility Venture Partners [BusinessWire, April 2021]. Actuate also says it raised an $11.5 million Series B, and startup databases place total disclosed funding around $23.8 million, but the date and lead investor details for that later round are not consistently corroborated in the available public record [Actuate] [Tracxn]. The business model is presented as SaaS, which fits the company's software-first deployment posture and its integration-led motion into existing monitoring workflows [Crunchbase] [Immix, October 2022].
Over the next 12 to 18 months, the main questions are less about category relevance than about proof of operating depth: whether Actuate can translate early site-scale adoption into durable enterprise distribution, whether partnerships such as Immix and Evalink broaden channel reach, and whether public evidence catches up on current traction beyond the 2021 deployment snapshot [Immix, June 2025] [Actuate, March 2026] [BusinessWire, April 2021]. For investors, that makes this a company with a clear problem statement and credible early market fit signals, but one where present-day scale, sales efficiency, and leadership continuity still require closer verification.
Lightly corroborated -- Relies on a mix of independently reported coverage, company press materials, and startup databases; the 2021 round and deployment claims are corroborated, while later funding and leadership-transition details are only partially corroborated.
Taxonomy Snapshot
| Axis | Value |
|---|---|
| Stage | Series B |
| Business Model | SaaS |
| Industry / Vertical | Security |
| Technology Type | AI / Machine Learning |
| Geography | North America |
| Growth Profile | Venture Scale |
| Founding Team | Co-Founders (2) |
| Funding | $10M+ (total disclosed ~$23,800,000) |
How the Company Got Here
PUBLIC
Actuate traces back to 2018, when the company was founded in New York and later built its public profile around software that plugs into existing security-camera systems rather than replacing them outright [Crunchbase] [actuate.ai, Unknown]. The company was previously known as Aegis AI, a detail reflected in its Crunchbase profile and early web presence, and that naming history matters because some third-party references still index the business under the former name [Crunchbase] [actuate.ai, Unknown].
The public milestone record is thin but coherent. Crunchbase lists the company as founded in 2018 and headquartered in New York, while the company website presents Actuate as an operating business focused on AI camera software for security use cases [Crunchbase] [actuate.ai, Unknown]. By 2021, the company had publicly announced an $8 million Series A financing, and its website later published an announcement for an $11.5 million Series B, indicating a progression from early product commercialization into a later growth stage, even though the Series B announcement in the available materials does not establish a dated legal timeline beyond the company's own release [actuate.ai, Unknown] [Crunchbase].
Company-stated, unverified -- This section relies on Crunchbase and company website materials, with key milestone support for the Series B drawn from a company press release only.
Product and Technology
MIXED
The product story is fairly clear even where the underlying technical detail is not. Actuate sells AI video analytics software that plugs into existing security-camera infrastructure and turns conventional cameras into systems that detect threats and send automated alerts, according to financing coverage and company materials [TechStartups, April 2021] [Actuate] [Immix, October 2022]. Publicly described use cases include gun detection, intruder detection, crowd and loitering detection, workplace-hazard monitoring, social-distancing and mask-compliance monitoring, and camera-health monitoring [TechStartups, April 2021] [Milestone Systems]. The consistent commercial wedge is software-only deployment on installed cameras, without requiring new camera hardware, which the company and third-party channel materials both emphasize [TechStartups, April 2021] [SMART Security Solutions] [Actuate].
The stronger evidence sits around deployment model and workflow value, not around the internals of the model stack. Third-party descriptions say the system is cloud-based and designed to reduce false positives while improving response speed for security teams and monitoring centers [SMART Security Solutions] [Milestone Systems] [TechStartups, April 2021]. Distribution also appears to run through security-software ecosystems rather than only direct sale: Immix said in 2022 that Actuate was available through AI Link, and Immix said in 2025 that Actuate had been selected to power AutoPatrol [Immix, October 2022] [Immix, June 2025]. A later Actuate newsletter also cites an integration with Evalink from Sitasys for real-time AI detection, though that claim remains company-sourced [Actuate, March 2026].
Some performance claims require caution. Company-linked and trade-channel sources describe false-alarm reduction and one source cites over 99% accuracy for gun detection, while another references a sample-video false-alarm metric at 480p and 2/3 fps; none of the supplied evidence provides a standardized benchmark methodology or an independently verified demo environment [BizFortune] [SMART Security Solutions] [Actuate.ai]. That leaves the practical differentiation resting less on a novel model claim than on packaging, integration into monitoring workflows, and the ability to retrofit existing camera estates at scale, which is commercially meaningful if customer retention and alert quality hold up in production [TechStartups, April 2021] [Immix, June 2025].
Lightly corroborated -- Product scope is corroborated across press coverage and channel-partner materials, but several operational and performance claims remain company-sourced or only partially independently verified.
Where the Demand Sits
PUBLIC
Physical security is moving from passive recording to automated detection, and that shift matters because the economic buyer is no longer purchasing cameras alone, but a response workflow layered on top of installed infrastructure [Forbes, December 2018] [TechStartups, April 2021]. For Actuate, the clearest public market anchor is not a fully built third-party TAM model, but a reported target of a $5 billion threat detection market cited in early coverage of the company [Forbes, December 2018]. That figure is best treated as directional rather than a verified TAM, since the available source frames it around the company's ambition and does not disclose the underlying market model [Forbes, December 2018].
The demand signal in public reporting is more concrete than the market sizing. Actuate's software was reported as deployed at over 1,000 sites and used by hundreds of customers nationwide as of its April 2021 financing, across schools, offices, military facilities, construction sites, affordable housing, high-end residential buildings, and industrial facilities [BusinessWire, April 2021] [TechStartups, April 2021]. That breadth suggests a cross-vertical spend category where adoption can start with a narrow use case, such as gun or intruder detection, and then expand into broader analytics tied to loitering, crowding, workplace hazards, or camera health monitoring [TechStartups, April 2021] [Milestone Systems].
The adjacent markets are straightforward. One is legacy video surveillance and monitoring, where the substitute is still human review of camera feeds and alarm events; another is hardware-led security upgrades, where Actuate's positioning rests on software-only deployment on existing cameras rather than replacing the installed base [TechStartups, April 2021] [SMART Security Solutions]. A third adjacency is central-station and alarm-platform software, which helps explain the relevance of distribution and integration points such as Immix and Evalink, even if those partnerships do not, on their own, establish broad channel traction [Immix, October 2022] [Immix, June 2025] [Actuate, March 2026].
Regulatory and macro forces appear to favor solutions that promise faster threat detection without major new capital expenditure. Public sources tie the category to school safety, workplace security, and broader demand for force-protection tools, while the product claims emphasize reducing false alarms and improving response times, both of which map to labor constraints in guarding and monitoring operations [Forbes, December 2018] [TechStartups, April 2021]. The caution is that the available evidence does not quantify how much of this demand converts into durable software budgets versus episodic security spending after high-profile incidents.
| Market or demand signal | Figure | Framing |
|---|---|---|
| Threat detection market target | $5B | Company ambition cited in coverage, directional only [Forbes, December 2018] |
| Deployment footprint | 1,000+ sites | Reported installed base as of April 2021 [BusinessWire, April 2021] |
| Customer count | Hundreds | Reported nationwide customer base as of April 2021 [BusinessWire, April 2021] |
The picture from public evidence is a category with real operational pain points and broad venue applicability, but only limited third-party sizing precision. The stronger signal is adoption breadth inside existing surveillance environments, not a fully validated TAM stack.
Single unverified source -- This section uses one directional market-size claim from Forbes and several deployment and product-adjacency claims from company financing coverage and partner materials, with limited independent third-party market corroboration.
Competitive Landscape
MIXED Actuate appears positioned as a software-first video analytics layer that sits on top of existing camera infrastructure, which places it between hardware-centric security incumbents and newer AI-native detection vendors focused on specific threat categories such as gun detection and remote monitoring automation [TechStartups, April 2021] [BusinessWire, April 2021].
| Company | Positioning | Stage / Funding | Notable Differentiator | Source |
|---|---|---|---|---|
| Actuate | AI video analytics for existing security cameras, focused on threat detection and automated alerts | Series B, at least $19.5M disclosed; total funding of $23.8M also reported | Software-only deployment on existing cameras, no additional camera hardware required according to public product descriptions | [BusinessWire, April 2021] [TechStartups, April 2021] [Tracxn] |
| ZeroEyes | Gun detection software for security cameras | Not established in the provided public source set | Narrower category focus on firearm detection versus broader multi-analytic positioning claimed by Actuate | [TechStartups, April 2021] |
| Ambient AI | AI security monitoring competitor | Not established in the provided public source set | Named as a direct competitor in AI-driven physical security monitoring | [Tracxn] |
| Evolon | Video analytics competitor | Not established in the provided public source set | Named competitor in AI video security analytics | [Tracxn] |
| Megh Computing | Video analytics competitor | Not established in the provided public source set | Named competitor in edge and video analytics infrastructure | [Tracxn] |
The field breaks into three practical groups. First are incumbent physical security vendors and integrators that control camera estates, monitoring workflows, and buyer relationships, even when their own analytics are less central to the pitch in the available sources. Second are AI-native challengers such as ZeroEyes, Ambient AI, Evolon, Intelex Vision, and Megh Computing, each competing for the software budget attached to surveillance modernization rather than for the camera hardware itself [Tracxn]. Third are adjacent substitutes, including conventional monitoring centers and legacy video management workflows, which remain the default option in many environments and are the process Actuate is explicitly trying to improve through automated alerts and false-alarm reduction [TechStartups, April 2021] [Amazon Music, September 2025].
Actuate's edge, on the public record, is not that it owns the camera endpoint. It is that it can be layered onto existing infrastructure and has been described as deployed at over 1,000 sites across schools, offices, military facilities, construction sites, housing, residential buildings, and industrial facilities [BusinessWire, April 2021]. That matters because retrofit economics are often simpler than rip-and-replace projects, and because broad deployment categories suggest the product is being sold as a horizontal analytics layer rather than a single-vertical tool. The durability of that edge is less certain. Software-only deployment is a useful wedge, but it is not obviously permanent if rivals can match ease of installation or win through tighter integrations into monitoring platforms such as Immix, where Actuate itself has pursued availability through AI Link rather than exclusive control of the channel [Immix, October 2022] [Immix, June 2025].
The clearest exposure is that specialist competitors can win on focus while platform owners can win on distribution. ZeroEyes, by name alone in the source set, is the most obvious example of a focused threat-detection rival, particularly if school and public venue buyers prioritize firearm detection performance over broader analytics breadth [TechStartups, April 2021]. At the other end, if the buying center shifts toward central station software, video management systems, or certified alarm workflows, Actuate is operating through partners instead of owning the full control plane. The recent public references to Evalink and Immix suggest progress on ecosystem access, but they also underline that some of the most important workflow real estate sits with third-party platforms rather than with Actuate itself [Actuate, March 2026] [Immix, June 2025].
The most plausible 18-month scenario is a market split rather than a single winner-take-all outcome. Ambient AI or Actuate could benefit if buyers continue to prefer camera-agnostic overlays that improve existing estates without new hardware, with Actuate particularly well placed if its reported multi-site footprint converts into deeper channel adoption through monitoring partners [BusinessWire, April 2021] [Immix, October 2022]. ZeroEyes is the most plausible winner if the category narrows around gun detection as a budget line item with distinct procurement urgency. The most plausible loser, conditional on that same shift, would be any broader analytics vendor whose differentiation rests mainly on being a general overlay rather than on owning a must-have alert category or a proprietary distribution channel, and Actuate would fit that risk profile unless its partner ecosystem translates into default placement inside operator workflows [TechStartups, April 2021] [Immix, June 2025].
Lightly corroborated -- Competitive names are corroborated by company-database sources, but most rival positioning and funding detail is limited in the provided public record; Actuate's own positioning is better supported by BusinessWire and TechStartups.
Opportunity
PUBLIC
The prize here is straightforward: if Actuate becomes the software layer that upgrades existing camera fleets into automated threat-detection systems, it can sit in the middle of a very large installed base without asking customers to rip out hardware they already own [TechStartups, April 2021] [Forbes, December 2018].
The headline opportunity is not simply another point solution for gun detection. The more interesting outcome is a default analytics and alerting layer for legacy physical-security infrastructure across schools, offices, housing, industrial sites, and central-station monitoring, with deployment friction kept low because the company positions its product as software that connects to existing cameras rather than new hardware that must be purchased and installed [TechStartups, April 2021] [BusinessWire, April 2021] [Immix, October 2022]. That outcome is reachable, not merely aspirational, because public evidence shows Actuate had already reached more than 1,000 sites and hundreds of customers by April 2021, which suggests the wedge resonated beyond pilot stage unusually early for a security software company [BusinessWire, April 2021].
The upside paths are not identical, and the public record points to a few distinct ways scale could compound.
| Scenario | What happens | Catalyst | Why it's plausible |
|---|---|---|---|
| Embedded in monitoring workflows | Actuate becomes a standard AI detection layer inside third-party monitoring and alarm software, expanding through channel partners rather than only direct sales | Availability through Immix AI Link and selection to power Immix AutoPatrol broaden reach into existing security operations workflows [Immix, October 2022] [Immix, June 2025] | The product is already framed as augmenting existing camera and monitoring infrastructure, which fits an embedded distribution model better than a rip-and-replace sale [TechStartups, April 2021] |
| Multi-vertical camera upgrade platform | The company expands from gun and intruder detection into a broader package of operational and safety analytics across many facility types | Existing public claims already span crowd, loitering, workplace-hazard, mask-compliance, and camera-health monitoring across schools, offices, housing, and industrial environments [TechStartups, April 2021] [Milestone Systems] [BusinessWire, April 2021] | A multi-use product can raise wallet share per site if buyers prefer one analytics layer across several alerting categories rather than separate tools for each use case [TechStartups, April 2021] |
| Central-station efficiency engine | Actuate wins on labor economics by filtering false alarms and improving operator response accuracy for monitoring centers | Company and ecosystem partners repeatedly position the software around false-positive reduction and real-time detections, including central-station use cases [actuate.ai] [Milestone Systems] [Actuate, Unknown] | Security monitoring is operationally intensive, so software that improves triage speed and accuracy can be budget-justified even before a customer standardizes it portfolio-wide [TechStartups, April 2021] |
The compounding logic rests on distribution and product breadth more than on a classic consumer network effect. A customer that starts with one high-sensitivity use case such as gun or intruder detection can add adjacent analytics across the same camera estate, and each deployment benefits from the company's core pitch that no new camera hardware is required [TechStartups, April 2021] [SMART Security Solutions]. If Actuate keeps embedding into platforms such as Immix and integrations such as Evalink, each additional channel relationship can lower acquisition friction, while a broader detection catalog can lift revenue per site over time [Immix, October 2022] [Immix, June 2025] [Actuate, March 2026]. The public evidence does not yet prove a durable data moat, but it does show early signs of distribution lock-in through workflow integrations and a cross-vertical footprint at meaningful site count [BusinessWire, April 2021].
The size of the win can be framed with more discipline than startup rhetoric usually allows. Forbes described the target as a $5 billion threat-detection market in 2018 [Forbes, December 2018]. If Actuate were to emerge as a meaningful software layer inside that market, the outcome could support a company valued in the high hundreds of millions or above, particularly under the embedded-workflow scenario where software distribution scales through incumbent monitoring platforms rather than one-site-at-a-time selling (scenario, not a forecast) [Forbes, December 2018] [Immix, June 2025]. That remains conditional on much more than today's public record establishes, but the combination of an existing installed-base wedge, evidence of >1,000-site deployment, and channel-oriented integrations gives the upside case enough grounding to take seriously [BusinessWire, April 2021] [Immix, October 2022].
Lightly corroborated -- This section relies on a mix of independent reporting and company or partner materials, with the core deployment and funding-adjacent context corroborated by BusinessWire and TechStartups, but several partnership and product-positioning details resting on single-source ecosystem or company disclosures.
Sources
Public sources
[TechStartups, April 2021] Artificial intelligence startup Actuate raises $8M funding for gun-detection AI security tech to keep society safer from gun threats | https://techstartups.com/2021/04/29/artificial-intelligence-startup-actuate-raises-8m-funding-gun-detection-ai-security-tech-keep-society-safer-gun-threats/
[Crunchbase] Actuate - Crunchbase Company Profile & Funding | https://www.crunchbase.com/organization/aegis-ai
[TechCrunch, July 2019] VCs bet on Aegis AI, a startup using computer vision to detect guns | https://techcrunch.com/2019/07/01/aegis-ai/
[Amazon Music, September 2025] 040 - 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
[Tracxn] Actuate - 2026 Company Profile, Team, Funding & Competitors | https://tracxn.com/d/companies/actuate/__wFEtPFOslxGOhykXLkqpZ2Lv0zueT1GHYl-gCVEfWG8
[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/
[Actuate, March 2026] Q1 2026 - Newsletters - Actuate | https://actuate.ai/march-2026/
[actuate.ai, Retrieved 2026] Sonny Tai - Actuate | https://actuate.ai/sonny-tai/
[Actuate, Retrieved 2026] Actuate Welcomes Industry Veteran Ken Francis As CEO - Press Release - Actuate | https://actuate.ai/actuate-ken-francis-ceo-innovation-drive/
[Actuate, Retrieved 2026] Actuate Secures $11.5 Million Fund To Advance AI - Press Release - Actuate | https://actuate.ai/actuate-11-5m-funding-ai-guarding/
[LinkedIn, Retrieved 2026] Actuate | LinkedIn | https://www.linkedin.com/company/actuateai
[LinkedIn, Retrieved 2026] Laura Reno - Technical Product Manager at Actuate | https://www.linkedin.com/in/lreno/
Articles about Actuate
- 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.