Actuate

Name: Actuate
Brand: Actuate

Actuate turns any security camera into a smart camera to keep people safe.

Est 2018|Valuation $59M|Raised $21.9M|3 Ref Customers

LinkedIn 7K|Web traffic 4K|FTEs 38|HQ New York, New York, US

MarketsPhysical Security Systems

Published Sep 26, 2026

01Common complaints

- If you require independently validated weapon-detection performance (for example, third-party testing results with audited false-positive rates) and cannot accept vendor or partner claims without public test documentation. - If procurement requires published security attestations to be available upfront. A SOC 2 report may exist under NDA, but it is not clearly public in the materials reviewed. - If your environment is cloud-restricted (for example, sensitive government networks, strict data residency rules, or policies that prohibit sending video frames or streams off-network). An on-premise appliance vendor may be more appropriate. - If you need a single-purpose, human-verified weapon detection service with a simple packaged monitoring option; some specialist vendors provide that model. - If you have very low camera counts and limited security operations maturity; onboarding and tuning overhead may reduce ROI versus basic VMS rule adjustments.

Deal disqualifiers

Procurement requirements for publicly available SOC 2 or ISO 27001 documents
Environments that prohibit cloud processing or require strictly on-premise analytics
Buyers requiring extensive third-party review coverage before proceeding

Vendor-acknowledged limitations

The product cannot detect concealed weapons; only visible weapons that are captured by the camera can be detected.
Detection performance is dependent on camera visibility, image quality, angle, and environmental conditions.

Limitations implied by public documentation gaps

SOC 2 or ISO attestation documents are not publicly posted in the materials reviewed (they may exist under NDA).
Limited mainstream product review footprint attributable specifically to actuate.ai was observed in public review platforms.
Accuracy and latency claims lack detailed public test methodology, dataset descriptions, and environmental breakdowns in the sources identified.

Roadmap signals

The vendor references AI beta products and ongoing development in public materials, but specific roadmap dates and delivery commitments were not found in the sources reviewed.

02Why they buy

Differentiation supported by available evidence

- Integration into Milestone partner ecosystem and a partner-published customer story describing operational changes at scale. - Capabilities marketed for handling high-resolution or specialized camera types, such as dynamic slicing for high-resolution streams and dewarping for fisheye lenses. - Product materials indicate privacy-related constraints (for example, the vendor states the product does not perform facial recognition and retains only detection frames per the privacy policy).

Where competitors may have clearer advantages

Some competitors emphasize a human verification service layer and may publish clearer packaged pricing for weapon detection.
Other vendors provide explicit appliance options for on-premise processing and clearer published device price points.

03Field reports

Review availability and verification notes

Actuate appears to be sold largely through integrators and channel partners in physical security. The product has limited presence on mainstream SaaS review platforms (G2, Capterra, TrustRadius) under the exact "Actuate (actuate.ai)" identity. Searches for "Actuate" on review platforms frequently return different companies or similarly named firms, so care is required to validate domain and industry match before attributing reviews.

Positive feedback / vendor and partner claims

A partner case study published through a Milestone partner reports a substantial reduction in daily alerts and a multi-site deployment; the case study is partner-published and not independently audited. Reported monitoring staff reductions are part of the partner narrative.
The vendor asserts high accuracy for visible gun detection and short detection latency; detailed methodology and independent validation were not provided in the publicly available materials.

Critical or cautionary feedback

There is limited mainstream end-user review coverage attributable to actuate.ai specifically. Public critical feedback in this research was limited and primarily consisted of community references or historical job posts rather than verified customer complaints.
Several third-party review listings discovered in searches were for unrelated companies and should not be treated as evidence about Actuate (actuate.ai).

Themes inferred from available evidence (with limitations)

What customers likely value (based on partner story and vendor positioning): - Reductions in nuisance alerts and false positives - Integration into existing VMS workflows (no separate console required in some integrations) - Ability to operate at scale across many cameras and sites What prospective buyers may find difficult to validate publicly: - Real-world false positive rates across different environments - Detection latency and accuracy under occlusion, low light, or extreme angles - Independent benchmarks and auditability of vendor accuracy claims

Milestone XProtect partner deployment (Puerto Rico)

Reported results (partner-published): - The partner case study reports a substantial reduction in daily alerts and describes monitoring staff reductions; the case study is partner-published and not independently audited. - Deployment scale is described in partner materials as a large multi-site implementation across Axis and Uniview camera fleets. Implementation notes from the partner narrative: - Integration occurred via Milestone interfaces; in some configurations, the vendor received still images for bandwidth reduction and pulled higher-resolution streams for advanced analytics. Critical evaluation: - Metrics are reported in partner materials; methodology and the reporting period are not fully disclosed (for example, baseline definitions of "alert"). - Outcomes are likely contingent on camera placement, motion rule configuration, operator workflows, and the specific mix of sites.

04Best fit

Company size

Mid-market to enterprise, especially:
- Multi-site operators with many cameras
- Monitoring centers managing numerous client sites

Industries / verticals

K-12 and higher education
Commercial real estate
Retail and parking facilities
Logistics yards and industrial sites
Airports and public venues (based on partner deployment examples)

Roles and personas

Director of Security / Head of Physical Security
Security Operations Center (SOC) / monitoring center managers
Systems integrators and channel partners
IT/security teams responsible for VMS uptime and networking

Pain points addressed

High volumes of motion alerts and false alarms
Limited operator attention across many cameras
Need for faster escalation during high-risk incidents

05The pitch

What the product does (objective core value proposition)

Actuate provides cloud-based AI video analytics that connect to existing security cameras and/or a customer’s Video Management System (VMS) to generate real-time alerts for events such as intrusion, loitering, crowding, visible weapon detection, and additional safety/operations analytics (for example, slip & fall, fire/smoke, PPE). The product is intended to reduce false or low-value motion alerts in remote video monitoring (RVM) and to support operator and first-responder decision-making. A distinguishing feature in Actuate’s materials is a software-only integration model (no on-premise appliance required), with optional features such as dynamic slicing (to preserve detail from high-resolution cameras) and dewarping (for fisheye lenses). Evidence and vendor/partner examples cited by Actuate include: - The vendor states a high detection rate for visible gun detection and short detection latency; the vendor does not publish a detailed methodology for this claim. - A Milestone partner case study reports reductions in daily alerts after integrating Actuate with Milestone XProtect; the case study is partner-published and not independently audited.

Target market and market positioning

Actuate targets organizations and channel partners in physical security and remote video monitoring, including: - Security monitoring centers / central stations / integrators - Schools and campuses (vendor materials reference deployments in educational settings) - Commercial facilities (retail, logistics yards, critical infrastructure, multi-site operators) The product is positioned as a cloud analytics option that integrates with existing camera infrastructure and VMS workflows, offering operational tools (portal, schedules, ignore zones) intended to reduce alert volumes and support incident handling.

Get a comprehensive analysis of Actuate including market position, competitive landscape, adoption trends, and peer benchmarks.

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Published Sep 26, 2026

01Common complaints

If you require independently validated weapon-detection performance (for example, third-party testing results with audited false-positive rates) and cannot accept vendor or partner claims without public test documentation.
If procurement requires published security attestations to be available upfront. A SOC 2 report may exist under NDA, but it is not clearly public in the materials reviewed.
If your environment is cloud-restricted (for example, sensitive government networks, strict data residency rules, or policies that prohibit sending video frames or streams off-network). An on-premise appliance vendor may be more appropriate.
If you need a single-purpose, human-verified weapon detection service with a simple packaged monitoring option; some specialist vendors provide that model.
If you have very low camera counts and limited security operations maturity; onboarding and tuning overhead may reduce ROI versus basic VMS rule adjustments.

Deal disqualifiers

Procurement requirements for publicly available SOC 2 or ISO 27001 documents
Environments that prohibit cloud processing or require strictly on-premise analytics
Buyers requiring extensive third-party review coverage before proceeding

Vendor-acknowledged limitations

The product cannot detect concealed weapons; only visible weapons that are captured by the camera can be detected.
Detection performance is dependent on camera visibility, image quality, angle, and environmental conditions.

Limitations implied by public documentation gaps

SOC 2 or ISO attestation documents are not publicly posted in the materials reviewed (they may exist under NDA).
Limited mainstream product review footprint attributable specifically to actuate.ai was observed in public review platforms.
Accuracy and latency claims lack detailed public test methodology, dataset descriptions, and environmental breakdowns in the sources identified.

Roadmap signals

The vendor references AI beta products and ongoing development in public materials, but specific roadmap dates and delivery commitments were not found in the sources reviewed.

02Why they buy

Differentiation supported by available evidence

Integration into Milestone partner ecosystem and a partner-published customer story describing operational changes at scale.
Capabilities marketed for handling high-resolution or specialized camera types, such as dynamic slicing for high-resolution streams and dewarping for fisheye lenses.
Product materials indicate privacy-related constraints (for example, the vendor states the product does not perform facial recognition and retains only detection frames per the privacy policy).

Where competitors may have clearer advantages

Some competitors emphasize a human verification service layer and may publish clearer packaged pricing for weapon detection.
Other vendors provide explicit appliance options for on-premise processing and clearer published device price points.

03Field reports

Review availability and verification notes

Positive feedback / vendor and partner claims

A partner case study published through a Milestone partner reports a substantial reduction in daily alerts and a multi-site deployment; the case study is partner-published and not independently audited. Reported monitoring staff reductions are part of the partner narrative.
The vendor asserts high accuracy for visible gun detection and short detection latency; detailed methodology and independent validation were not provided in the publicly available materials.

Critical or cautionary feedback

There is limited mainstream end-user review coverage attributable to actuate.ai specifically. Public critical feedback in this research was limited and primarily consisted of community references or historical job posts rather than verified customer complaints.
Several third-party review listings discovered in searches were for unrelated companies and should not be treated as evidence about Actuate (actuate.ai).

Themes inferred from available evidence (with limitations)

What customers likely value (based on partner story and vendor positioning):

Reductions in nuisance alerts and false positives
Integration into existing VMS workflows (no separate console required in some integrations)
Ability to operate at scale across many cameras and sites

What prospective buyers may find difficult to validate publicly:

Real-world false positive rates across different environments
Detection latency and accuracy under occlusion, low light, or extreme angles
Independent benchmarks and auditability of vendor accuracy claims

Milestone XProtect partner deployment (Puerto Rico)

Reported results (partner-published):

The partner case study reports a substantial reduction in daily alerts and describes monitoring staff reductions; the case study is partner-published and not independently audited.
Deployment scale is described in partner materials as a large multi-site implementation across Axis and Uniview camera fleets.

Implementation notes from the partner narrative:

Integration occurred via Milestone interfaces; in some configurations, the vendor received still images for bandwidth reduction and pulled higher-resolution streams for advanced analytics.

Critical evaluation:

Metrics are reported in partner materials; methodology and the reporting period are not fully disclosed (for example, baseline definitions of "alert").
Outcomes are likely contingent on camera placement, motion rule configuration, operator workflows, and the specific mix of sites.

04Best fit

Company size

Mid-market to enterprise, especially:
- Multi-site operators with many cameras
- Monitoring centers managing numerous client sites

Industries / verticals

K-12 and higher education
Commercial real estate
Retail and parking facilities
Logistics yards and industrial sites
Airports and public venues (based on partner deployment examples)

Roles and personas

Director of Security / Head of Physical Security
Security Operations Center (SOC) / monitoring center managers
Systems integrators and channel partners
IT/security teams responsible for VMS uptime and networking

Pain points addressed

High volumes of motion alerts and false alarms
Limited operator attention across many cameras
Need for faster escalation during high-risk incidents

05The pitch

What the product does (objective core value proposition)

A distinguishing feature in Actuate’s materials is a software-only integration model (no on-premise appliance required), with optional features such as dynamic slicing (to preserve detail from high-resolution cameras) and dewarping (for fisheye lenses).

Evidence and vendor/partner examples cited by Actuate include:

The vendor states a high detection rate for visible gun detection and short detection latency; the vendor does not publish a detailed methodology for this claim.
A Milestone partner case study reports reductions in daily alerts after integrating Actuate with Milestone XProtect; the case study is partner-published and not independently audited.

Target market and market positioning

Actuate targets organizations and channel partners in physical security and remote video monitoring, including:

Security monitoring centers / central stations / integrators
Schools and campuses (vendor materials reference deployments in educational settings)
Commercial facilities (retail, logistics yards, critical infrastructure, multi-site operators)

The product is positioned as a cloud analytics option that integrates with existing camera infrastructure and VMS workflows, offering operational tools (portal, schedules, ignore zones) intended to reduce alert volumes and support incident handling.

Get a comprehensive analysis of Actuate including market position, competitive landscape, adoption trends, and peer benchmarks.

Download full report →