Gradient Cyber
A Texas-based managed extended detection and response provider giving mid-market companies 24/7 SOC coverage without an in-house security operations team.
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Gradient Cyber, based in Southlake, Texas, provides Managed Extended Detection and Response (MXDR) services built around its proprietary Quorum platform, aimed specifically at mid-market organizations that cannot justify staffing a full in-house, round-the-clock security operations center. The company was founded in 2017 (under the earlier name @RISK Technologies) by CEO James Hamilton and has since rebranded and focused its offering on the MXDR category as that segment matured industry-wide.
The platform ingests signal from a customer’s network, cloud, endpoint and identity environments and layers human analyst review on top of automated detection, with the company claiming its Quorum platform filters out the large majority of false positives before anything reaches a customer’s team (a vendor-stated figure, not independently verified). Gradient Cyber integrated Azure-specific protection into the MXDR offering in February 2024 and is listed and reviewed on third-party platforms including G2, TrustRadius, PeerSpot and the AWS Marketplace, indicating a real base of paying customers beyond early pilots.
In April 2025 the company raised a Series A led by First Analysis, a notable step toward institutional backing after years of more closely held growth. Estimates of headcount vary across sources from roughly 50 to over 100 employees. Gradient Cyber competes in an MXDR market that now includes much larger, well-funded players such as Arctic Wolf and Expel, and its differentiation is chiefly a mid-market focus rather than a fundamentally new detection technology.
Innovation Matrix Assessment
Gradient has shipped incremental platform updates, such as Azure-specific protection added to its MXDR offering in 2024, but shows steady rather than especially fast innovation pace over its multi-year history.
Round-the-clock managed detection and response fills a genuine operational gap for mid-market organizations that cannot staff an internal SOC, giving smaller security teams coverage they otherwise couldn't afford.
A 2025 Series A from First Analysis after years of more self-sustained growth, plus visible listings and reviews on G2, TrustRadius, PeerSpot and AWS Marketplace, indicate real paying customers, though growth looks steady rather than explosive.
MXDR is now a mature, crowded category with several larger, well-funded competitors; Gradient's mid-market focus is a sensible segmentation choice but not a structurally different approach to detection and response.
Presence and reviews on multiple independent software-comparison platforms suggest real-world usage and customer satisfaction data exists, though the company's specific "99% false positive reduction" figure is self-reported and unverified independently.
The staffing and budget gap that makes MXDR attractive to mid-market organizations is structural and unlikely to close soon, keeping demand for this model durable.
Why CISOs Should Care
Gradient Cyber gives a mid-market CISO continuous threat detection and response coverage across network, cloud, and identity signals without having to build and staff a 24/7 internal SOC.
What Makes It Different
Gradient's differentiation is primarily segmentation: a mid-market-tailored MXDR service and pricing model, rather than a fundamentally new detection architecture compared to larger MXDR providers.
The Matrix Verdict
52/100 — INCREMENTAL INNOVATOR
Gradient Cyber is an Incremental Innovator: a real, independently reviewed managed security provider with institutional backing and genuine mid-market demand, but operating in a mature category without a clearly differentiated technical edge.
Editorial Note: Claims vs. Verified Findings
The company's claim that its Quorum platform filters out the large majority of false positives is vendor-stated; third-party review platforms (G2, TrustRadius, PeerSpot) corroborate the existence of real customer deployments but not specific performance figures.
Sources
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