Overview
Hai Report Insights enhances every vulnerability report with additional context to speed up validation, clarify impact, and guide remediation. It provides automated assessments, visual summaries, and links to similar reports so you can act quickly, consistently, and confidently.
Accessing and Using Report Insights
Embedded directly within each vulnerability report, you’ll see a dedicated Report Insights section at the top of the report view. Simply click Generate Insights.
You can also explore with Hai directly in the report to dig deeper, clarify technical details, or get guided next steps, helping you make faster, more informed decisions.
Multi-Step Vulnerability Analysis Process
Hai acts as a security analyst, reviewing each vulnerability report as it arrives and synthesizing findings into actionable intelligence. Rather than simply extracting keywords or scanning for known patterns, Hai performs deep research through a multi-step reasoning process that mirrors how a human reviewer would triage a report:
Comprehend: It parses the report content, including summaries, technical payloads, and researcher commentary, to understand the vulnerability, how it works, and why it matters.
Contextualize: It compares the report against historical reports, identifying similarities, past resolutions, and typical severity outcomes.
Summarize: It distills this understanding into a structured summary report assessment to help determine a suggested severity and likely impact type.
Visualize: Where applicable, it renders an attack scenario diagram that illustrates how an attacker could exploit the vulnerability step-by-step, from initial vector to impact.
Reference: It surfaces similar resolved reports to guide decision-making based on precedent and historical triage behavior.
Interpreting Report Insights
Hai presents its analysis in three key components: a structured report assessment, a set of similar resolved reports, and a visual attack scenario diagram. Use these outputs to accelerate triage, validate severity and impact, and guide remediation.
The sections below explain what each component includes and how to apply it effectively.
Report Assessment
Hai provides a structured summary of the vulnerability, including how it was discovered, what risk it poses, and which areas are likely impacted (e.g. data exposure, privilege escalation). This helps streamline triage and support consistent severity classification.
The Confidence Score helps you evaluate the reliability of each assessment. This score reflects how certain Hai is about the summary and severity suggestion, based on available data and alignment with historical patterns.
This adds transparency to the reasoning process and helps you make informed decisions about when to trust, question, or further investigate the output.
Similar Reports
Hai surfaces previously resolved reports that share characteristics with the current submission. To improve transparency, it also explains why a report is considered similar, highlighting both the shared traits and key differences.
This helps you:
Understand the basis of the similarity (e.g. technique, endpoint, impact)
Avoid duplicates or misclassified variants
Validate severity and impact against known issues
Learn from how similar vulnerabilities were resolved
This level of clarity supports better triage decisions and reflects one of Hai’s most user-appreciated features, eliminating the manual effort of cross-referencing and comparing similar reports yourself.
Attack Scenario Diagram
Hai generates a visual breakdown of how the vulnerability could be exploited, from its initial condition to its potential impact. This helps security teams quickly understand the exploit path and determine the next steps.
Customers often share this diagram directly with their development teams, who find it more accessible and actionable than raw report text. The structured, UML-style format removes the need for deep security context and makes it easier for engineers to understand the issue, validate risk, and align on remediation.
Use the attack scenario diagram to:
Understand the exploit path at a glance
Align faster on the fix strategy with engineering teams
Communicate the vulnerability clearly across stakeholders
Start Every Report with a Clear, Informed Baseline
Streamline triage and reduce uncertainty with clear, consistent analysis as soon as a report is submitted. Instead of starting from a blank slate, you get an instant foundation, summarized findings, severity guidance, visual attack flow, and historical context all tailored to the report at hand.
This lets you:
Prioritize faster and more consistently
Reduce manual triage effort
Communicate risk more clearly to stakeholders
Looking to improve program-wide performance?
Explore Hai Program Insights to uncover trends, visualize key metrics through interactive charts, and make data-driven decisions to strengthen your entire program.