In the world of cybersecurity, the biggest enemy of performance is not the lack of tools, but information obesity. XDR platforms like Microsoft Defender are extremely sensitive. They generate alerts for the slightest unusual behavior: a network administrator running a maintenance script late at night, an internal monitoring tool scanning ports, or a user connecting from a hotel with a new VPN.
For security teams, this sensitivity produces a colossal volume offalse positives— harmless background noise mixed with real cyberattacks. This cognitive overload (Alert Fatigue) proves exhausting for Level 1 (L1) analysts and creates a major risk: missing a critical intrusion through simple inattention. Let's see how artificial intelligence can clean up your consoles by automatically qualifying this noise.
The hidden cost of false positives (The Fatigue Alert)
For a security operations center, whether internal or managed by a service provider (MSSP), dealing with false positives is a financial and human drain.
Each alert, even banal, requires investigation:
- The analyst must open the ticket, read the metadata.
- Analyze user or machine context.
- Check if this is a documented legitimate action.
- Manually classify the ticket as irrelevant.
This cycle, repeated dozens of times a day, induces psychological weariness in the operator. By processing hundreds of identical alerts that all turn out to be legitimate actions, the analyst's vigilance becomes dulled. The day a real brute force attack or subtle lateral movement occurs under the same semantic guise, the human mind, biased by the history of the noise, tends to classify the event as a false positive without further investigation, opening the door to disaster.
Automatic qualification by out-of-band AI
To break this vicious circle, a platform like Akuity SOC does not wait for humans to carry out the initial sorting. It relies on an out-of-band artificial intelligence layer powered by Google Gemini, directly integrated into the incident ingestion flow.
1. The “Probable false positive” badge
As soon as an incident is transmitted by the Microsoft Defender API, the AI instantly analyzes the fine structure of the threat. If the algorithm recognizes a sequence of actions typical of known internal deployment software, recurring administrative behavior, or a legitimate inventory tool, the system does not clear the alert (which would be dangerous), but instead gives it a distinctive visual badge:“Probable false positive”(managed by the componentTicketsTable.tsxfrom our cockpit). The analyst knows at a glance that this alert has a low confidence level and can prioritize their efforts on unqualified threats.
2. A Real-Time Cockpit optimized for sorting
The Akuity Cockpit was designed to visually simplify the lives of operators. Dynamic severity meters (Critical in red, High in orange, Medium in yellow) filter noise instantly. The interface includes a Toggle Switch within the ticket panel that allows the analyst, after a brief visual check, to validate the AI suggestion and permanently mark the ticket as a false positive. The display adjusts smoothly, including on mobile interfaces in on-call mode.
3. Direct impact on the calculation of your KPIs
Cleaning up background noise has a fundamental impact on your security governance. In many traditional consoles, including false positives in statistics completely distorts performance indicators.
Within Akuity SOC, the scorecard ofResolution Rate (%)uses a strict expert formula:Resolved / (Total - False Positives). By isolating the noise from your real statistics, your decision-making reports (KPIs & Analysis) finally reflect the real effectiveness of your cyber team in the face of real threats.
Conclusion: Giving meaning to the analyst's work
Artificial intelligence does not replace the SOC analyst: it restores his role as an expert. By automating the pre-qualification of background noise and visually clearing the workspace of 50% of unnecessary alerts, you eliminate mental fatigue from your teams, you accelerate your overall MTTR, and you drastically strengthen the resilience of your business.
Clean up your monitoring cockpit today.> Find out howAkuity SOC Automatic Qualificationfrees your analysts from cognitive overload.