National Cyber Warfare Foundation (NCWF)

Recorded Future Announces Automated Signature Creation, Accelerating Vulnerability Prioritization


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2026-09-04 14:01:43
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Blue Team (CND)
Recorded Future's Automated Signature Creation turns new vulnerabilities into detection signatures in under an hour, matching the pace of AI-driven exploits.

Today, Recorded Future is announcing Automated Signature Creation, a new capability in Attack Surface Intelligence (ASI) to combat the speed of AI-generated exploits.


ASI continuously maps an organization’s external exposure, correlates newly surfaced vulnerabilities with real-world threat intelligence, and prioritizes response to enable defenders to remediate before adversaries can act.


This new function within ASI automatically creates signatures, pieces of detection logic that empowers the Recorded Future Platform to recognize a specific vulnerable or exposed condition across organization’s assets in real time.


With Automated Signature Creation now available, Recorded Future is helping to close the gap between AI-enabled threat discovery and enterprise defense.


Tackling the machine speed of exploitable vulnerabilities


It seems everything is moving quicker these days and the time to exploit a vulnerability is no different. A new generation of AI models is accelerating this challenge, demonstrating that they can automatically find zero-day vulnerabilities in major operating systems and web browsers — a skill that was previously exclusive to the most advanced government cyber units and research labs.


Back in 2020, we cited how Gartner confirmed that the time from discovery to exploitation dropped from 45 days to 15 days, between 2010 to 2020.


In our 2025 Malware and Vulnerability Trends report, we reported that weaponization occurred “within days of disclosure." Today, that window is measured in hours.


As a result, the status quo of traditional defenses and manual processes are no longer sufficient. Let’s look back at how we got here, from pre-existing detection methods to Recorded Future’s latest ASI enhancement to better defend against AI-accelerated vulnerabilities.


How we got here


In the past year, Recorded Future’s traditional approach of expert-authored signatures from the Insikt Group® was effective; they were high quality but moved at a human pace.


For example, in February 2025 we reported on the Trimble Cityworks: CVE-2025-0994, showcasing how manual signature creation worked. The Insikt Group built a Nuclei template (shared as a downloadable YAML file) specifically for CVE-2025-0994. This enabled defenders to test potentially vulnerable Trimble Cityworks instances prior to the patched version, serving as a detection and prioritization aid for helping teams figure out where to focus patching efforts first. This worked in conjunction with one of ASI’s core functions, scanning web infrastructure to identify internet-facing assets vulnerable to CVE-2025-0994.


Since that vulnerability disclosure a little over a year ago, we have ample evidence that the speed at which vulnerabilities are exploited has increased exponentially. Just recently, it was reported that OpenAI’s own agents went rogue and exploited a zero-day vulnerability in Artifactory, now infamously tied to the Hugging Face incident.


Incidents like this one, and the underlying vulnerabilities that facilitate them, are exactly why Recorded Future automated signature creation.


Now, in the face of an attack moving at machine speed, agentic processing generates production-ready detection signatures autonomously by turning a newly surfaced vulnerability into a deployable signature in as little as 31 minutes. As a result, the number of in-platform signatures produced has increased tenfold. Let’s take a closer look at how it works.


How automated signature creation works


So what does a signature in this context actually mean? Think of it like this: the signature is a piece of detection logic that says "go ask this asset this exact question; if the answer looks like this, it's vulnerable." It's the difference between "we found your assets" and "we found the ones a threat actor can potentially break into."


Automated signature creation works like a three-step early warning system. (See Figure 1)



  1. The platform keeps a constant view of what your organization exposes to the internet such as domain records, certificates, and ownership data.

  2. When a new vulnerability is flagged and matched against your scanned assets, it's checked against live threat activity rather than just a generic severity score. The system looks for evidence that threat actors are actually exploiting it, tying it to malware, ransomware or threat actor intent.

  3. When Recorded Future Intelligence determines a CVE is relevant for detection, the system automatically processes it to generate a detection signature or product fingerprint in as little as 31 minutes.









Figure 1: CVE disclosures mapped to external assets kick off automated processes




Source: RecordedFuture
Source Link: https://www.recordedfuture.com/blog/automated-signature-creation


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