The only AI security platform whose AI runs entirely on customer premises.
Security teams drown in millions of alerts a year. The vast majority are false positives. Hiring more analysts isn't working — and shipping their data to a cloud-AI vendor isn't acceptable. HuntJacq Labs builds the AI analyst that lives where the data lives.
Three forces have collided. Together they've made traditional SOC tooling untenable for mid-market and enterprise buyers alike.
A typical mid-sized customer ingests millions of security alerts a month across firewalls, endpoints, identity, and cloud. Tier-1 analysts burn out reviewing repetitive false positives, and real incidents get buried in the noise.
Skilled security analysts are scarce and expensive. Salaries have climbed every year for a decade. Most organizations cannot afford the team they need, and 24/7 coverage remains aspirational for many.
Defenders cannot ship logs, alerts, or investigation context to a third-party AI service. Compliance, customer contracts, and data-sovereignty rules forbid it. The biggest productivity wave in software is not reaching the people who need it most.
ARIA deploys entirely inside the customer's environment. Alerts, logs, and investigation context never leave the building. The AI reasons locally, escalates locally, and learns locally — and customers retain full custody of their data.
Plain-English summary. The product takes alerts in, makes a decision, and either closes them or hands them to a human with a written narrative — like a senior analyst would.
ARIA plugs into the customer's existing security tools — endpoint agents, network appliances, identity providers, and SIEM platforms. No rip-and-replace. The customer's existing investments keep working; ARIA sits on top.
For every alert, an on-premises AI analyst reads the context, pulls in similar prior cases, considers counter-arguments, and produces a verdict with a written explanation. The customer sees a paragraph an analyst can paste into a ticket — not a wall of raw logs.
Closed cases get reviewed independently and converted into reusable lessons — automatically. The system gets sharper each week without the customer hiring more analysts.
A guided tour is available on request. A handful of screens below give the high-level shape.
A guided walkthrough of the full product is available on request. View the gallery →
The market is large, growing, and structurally underserved at the on-premises end.
Managed security service providers (MSSPs) and security-conscious mid-market enterprises. Both segments share the same constraint: customer data must not leave the premises, and analyst headcount is not scaling. ARIA is sold once and serves dozens of end customers.
Regulated industries — financial services, healthcare, public sector, defense, and critical infrastructure — share the same on-premises requirement and have the largest security budgets. The wedge that wins MSSPs is the same wedge that wins these buyers.
Open-weights AI models that run on a single GPU now match the quality buyers expect for security workflows. Two years ago this wasn't true. The hardware-software window opened recently — and it favors the company that designed for it from day one.
Procurement teams now flag third-party AI processing as a contractual issue. What was once a "nice to have" exclusion has become a hard line. The market is actively rejecting the centralized model.
Tier-1 analyst supply is structurally constrained. Schools, certifications, and immigration policy aren't producing analysts at the rate the threat surface is growing. AI augmentation is the only durable path forward.
Product-minded engineer who has shipped the entire ARIA platform end-to-end — ingestion, AI reasoning, the analyst experience, and the operations console. Operates with a small inner circle of advisors and a deliberate bias toward working software over slideware. Pre-customer pilot conversations are underway with managed-service partners.
We're early. The product is real, the wedge is sharp, and we're looking for the right partners to help us scale into our first set of paying customers. If that's you, get in touch directly — no intermediary required.
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