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If you concentrate in any respect to cybersecurity information, there’s a powerful likelihood you’ve heard scary experiences of corporations hiring distant contractors that become hackers or North Korean spies making off with delicate, proprietary knowledge.
But even with out that cloak-and-dagger, worldwide espionage veneer, the reality is that every one organizations have causes to be involved about their knowledge safety and the prospect of “exfiltration,” or the motion of information with out authorization. IBM’s 2024 Cost of a Data Breach Report discovered that incidents involving knowledge exfiltration at the moment are on the rise extortion now common round $5.21 million per incident.

In an age when knowledge has by no means been extra vital or precious to a corporation — but can also be shifting round between siloes greater than ever earlier than — how can enterprises greatest shield their delicate data with out breaking the financial institution?
A brand new agency, Orion Security, believes generative AI giant language fashions are the important thing. Today, the corporate introduced its emergence from stealth with $6 million in seed funding led by Pico Partners and FXP, with participation from Underscore VC and outstanding cybersecurity leaders, such because the founders of Perimeter 81 and the CISO of Elastic.
Orion Security, based by Nitay Milner (CEO) and Yonatan Kreiner (CTO), is already working with main expertise firms to assist them safeguard delicate enterprise knowledge from insider threats, in line with an interview VentureBeat performed with Milner over video name final week.

“I spent a lot of years as a product leader in several companies solving very complicated challenges around observability and security in cloud environments, helping T-Mobile and BlackRock to get ahold of, and better understand, their very complex system stacks,” Milner stated. “I experienced firsthand that the main problem in data security is understanding the business context of how sensitive data is being used in a company.”
AI-powered Contextual Data Protection (AI CDP)
Unlike conventional knowledge safety instruments that depend on inflexible guidelines and handbook insurance policies, Orion Security’s platform dynamically learns and maps a corporation’s enterprise processes.
By understanding how knowledge usually strikes inside a corporation, Orion can distinguish between reliable workflows and potential threats, whether or not intentional or unintended.
“Orion revolutionizes data protection by understanding business processes and data flows in the company and automating data loss prevention with the power of AI,” Milner explains.
This strategy is a departure from standard handbook policy-based safety fashions, which Milner believes are basically flawed.
“Most security solutions rely on manual policies, but policies don’t scale. There are new applications and workflows that make them obsolete pretty often.”
He additional emphasised how safety groups battle with outdated strategies: “Security teams are stuck writing endless policies over and over again, getting hit by false positives, and still, data keeps leaking from enterprises. It’s a really bad situation.”
Orion Security employs a mixture of proprietary AI fashions and fine-tuned open-source LLMs to automate knowledge safety.
“All our AI is something that we developed… we’re not using a third party, like ChatGPT or something like that. We developed our AI internally, so it’s all our IP,” he informed VentureBeat.
The platform depends on two core fashions: one for classification, which identifies how delicate knowledge relies on context, and one other for enterprise reasoning, which assesses consumer roles, workflows, and typical knowledge motion to detect anomalies.
Orion’s AI is additional fine-tuned on industry-specific and organization-specific knowledge to enhance accuracy, guaranteeing it adapts to every firm’s distinctive operations.
While they leverage fine-tuned open-source LLMs, Milner notes their shocking effectiveness even with out in depth pre-training, saying, “LLMs that are open source… have a lot of context, and you wouldn’t believe the level they give you just by throwing sensitive data on them.”
How Orion’s resolution works
The platform connects to a corporation’s cloud companies, browsers, and units to map knowledge flows comprehensively.

At the core of its detection capabilities is its Indicators of Leakage (IOL) engine, which leverages proprietary reasoning fashions and huge language mannequin (LLM) classification to research knowledge motion patterns.
Key options embrace:
- Real-time danger evaluation: The platform repeatedly evaluates enterprise processes, assigning danger scores primarily based on noticed habits.
- Sensitive knowledge detection: Orion identifies and classifies knowledge varieties, together with personally identifiable data (PII), commerce secrets and techniques, payroll particulars, and mental property (IP).
- Minimal handbook configuration: Unlike conventional DLP instruments that require in depth setup, Orion automates detection and response with minimal consumer intervention.
- Reduced false alerts: By incorporating enterprise context, Orion ensures that safety groups are solely alerted to genuinely suspicious exercise, slicing down on noise and pointless investigations.
Milner compares Orion’s strategy to endpoint detection and response (EDR) options, however for knowledge safety. “We act as an EDR for data—think of it like a CrowdStrike for your data. If something anomalous happens, we catch and prevent it in real-time, even if there wasn’t a predefined policy.”
Beyond catching malicious insiders, Orion additionally distinguishes between human errors and exterior attackers. “The three main vectors for data leaks are malicious insiders, human errors, and external attackers. We detect and differentiate between all of them,” Milner says.
Enterprise leaders can see the circulation of their agency’s knowledge at a look
Orion Security supplies customers with a dashboard-driven expertise, providing real-time insights into enterprise knowledge flows. The interface categorizes danger by severity, permitting safety groups to shortly determine and deal with high-risk actions.
Some notable components of Orion’s UI embrace:
- Top Data Types Monitored: The system classifies and tracks PII, advertising supplies, product-related knowledge, and supply code.
- Risk Score Distribution: A visible breakdown of crucial, excessive, medium, and low-risk actions helps prioritize safety responses.
- Top Outbound Sources: Displays the commonest platforms the place knowledge is being transferred, serving to safety groups detect uncommon exfiltration patterns.
- Business Flow Risk Scores: Each monitored enterprise course of is assigned a danger rating, with particular actions (e.g., “Engineering teams moving data before leaving the company”) flagged primarily based on severity.
This intuitive strategy to knowledge safety permits safety groups to shortly assess potential threats and take fast motion when vital.
Milner described the platform’s visibility capabilities thusly: “Imagine having a dynamic map of all the sensitive data movement in your company—between people, devices, and applications—and making sure it doesn’t leave your organization.”
High investor confidence
Backing from cybersecurity veterans additional reinforces Orion’s strategy. Gil Zimmermann, Partner at FXP, who beforehand co-founded CloudLock (acquired by Cisco), sees Orion’s expertise as a long-overdue evolution in knowledge safety:
“AI is creating a watershed moment for data protection, and Orion Security is at the forefront of this transformation,” he wrote in a ready assertion in a press launch supplied to VentureBeat. “Orion’s AI-powered approach solves the core challenges we faced for years — the lack of business context and overwhelming manual work. This is the future of data security we envisioned but which couldn’t be built a decade ago.”
Beyond detection, Orion presents flexibility in response mechanisms, letting firms customise their strategy.
“Some companies want us to block data exfiltration in real-time, while others prefer just getting notifications or educating employees on security policies. We let them decide how aggressive the approach should be,” Milner stated.
What’s subsequent for Orion Security and its tech?
Orion Security is already working with main expertise firms (confidential on account of enterprise agreements) and plans to additional refine its AI fashions to remain forward of evolving insider threats.
The firm’s onboarding course of ensures prospects see fast worth. “We take three months of historical data when onboarding a new customer, so our AI delivers value from day one,” Milner explains.
Additionally, Orion emphasizes privacy-first safety structure. “We don’t store any sensitive data—only metadata. If a company prefers, they can even install our classifier in their own environment so nothing leaves their systems,” Milner says.
With an AI-driven strategy that reduces handbook workload, false positives, and safety blind spots, Orion Security is well-positioned to form the following era of context-aware knowledge safety options.