%PDF-1.4 %âãÏÓ 1 0 obj << /Type /Catalog /Pages 2 0 R >> endobj 2 0 obj << /Type /Pages /Count 5 /Kids [5 0 R 7 0 R 9 0 R 11 0 R 13 0 R] >> endobj 3 0 obj << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> endobj 4 0 obj << /Type /Font /Subtype /Type1 /BaseFont /Helvetica-Bold >> endobj 5 0 obj << /Type /Page /Parent 2 0 R /MediaBox [0 0 595.28 841.89] /Resources << /Font << /F1 3 0 R /F2 4 0 R >> >> /Contents 6 0 R >> endobj 6 0 obj << /Length 5333 >> stream BT /F2 22 Tf 0.06 0.08 0.12 rg 1 0 0 1 46 789.89 Tm (AI Exposure Management Software: 9 Platforms) Tj ET BT /F2 22 Tf 0.06 0.08 0.12 rg 1 0 0 1 46 762.89 Tm (Compared for 2026) Tj ET BT /F2 11 Tf 0.72 0.14 0.18 rg 1 0 0 1 46 725.89 Tm (TechRounder PDF Edition) Tj ET BT /F1 9.5 Tf 0.36 0.39 0.46 rg 1 0 0 1 46 709.89 Tm (Live article: https://www.techrounder.com/ai/ai-exposure-management-software-9-platforms-compared/) Tj ET q 0.82 0.85 0.9 RG 1 w 46 691.39 m 549.28 691.39 l S Q BT /F1 10 Tf 0.24 0.27 0.32 rg 1 0 0 1 46 679.39 Tm (By Vipin PG | Published September 10, 2026 | Updated September 10, 2026 | Format: Analysis | 7 min read) Tj ET BT /F2 13 Tf 0.72 0.14 0.18 rg 1 0 0 1 46 656.39 Tm (In brief) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 636.39 Tm (Exposure management has an AI decision problem. Security teams already have large volumes of) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 621.39 Tm (vulnerability findings.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 596.39 Tm (Exposure management has an AI decision problem. Security teams already have large volumes of) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 581.39 Tm (vulnerability findings. The harder task is determining which exposures an attacker can actually use,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 566.39 Tm (which ones matter to the business, and which remediation action will reduce risk fastest.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 544.39 Tm (AI exposure management software is emerging to address that gap. These platforms use AI for tasks) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 529.39 Tm (such as assessing exploitability, correlating fragmented security findings, analyzing attack paths,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 514.39 Tm (modeling business impact, validating controls, and coordinating remediation work.) Tj ET BT /F2 15 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 486.39 Tm (The 9 AI Exposure Management Platforms) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 456.39 Tm (1. Astelia) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 434.39 Tm (Astelia ranks first here because it is built around a specific premise: a vulnerability becomes an) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 419.39 Tm (urgent remediation priority when there is evidence that an attacker can reach and exploit it in the) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 404.39 Tm (organization's environment.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 382.39 Tm (The platform integrates with existing infrastructure and security tools in read-only mode to model the) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 367.39 Tm (organization's network topology. Its agentic AI analyzes the exploitation requirements for individual) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 352.39 Tm (vulnerabilities, including network access, ports, privileges, execution conditions, and dependencies.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 330.39 Tm (Astelia goes beyond adjusting a CVSS score. It can show why a vulnerable asset is reachable, what) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 315.39 Tm (path an attacker could take, and which conditions enable exploitation. Findings that cannot be reached) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 300.39 Tm (can be deprioritized with supporting evidence even when their generic severity is high.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 278.39 Tm (This approach is useful for organizations that already have strong discovery tooling. Astelia can) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 263.39 Tm (consume vulnerability findings from Tenable, Qualys, Rapid7, cloud scanners, and similar sources,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 248.39 Tm (then focus on the decision that follows discovery: which findings create real exposure?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 226.39 Tm (Astelia supports several remediation paths. Depending on the attack path, the fastest option may be) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 211.39 Tm (segmentation, a network configuration change, a compensating control, or patching the affected) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 196.39 Tm (software.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 174.39 Tm (Best fit: Enterprises with large vulnerability backlogs that already know what vulnerabilities exist but) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 159.39 Tm (need stronger evidence about which ones deserve remediation first.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 131.39 Tm (2. Tenable One) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 109.39 Tm (Tenable One takes a broad-platform approach to AI exposure management. Its foundation is the) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 94.39 Tm (Tenable Exposure Data Fabric, which combines exposure information across vulnerability) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 79.39 Tm (management, cloud, identity, operational technology, web applications, and external attack surfaces.) Tj ET q 0.86 0.88 0.92 RG 1 w 46 42 m 549.28 42 l S Q BT /F1 8.4 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 30 Tm (TechRounder | Page 1 of 5) Tj ET BT /F1 7.2 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 19 Tm (https://www.techrounder.com/pdf/blog/ai-exposure-management-software-9-platforms-compared.pdf) Tj ET endstream endobj 7 0 obj << /Type /Page /Parent 2 0 R /MediaBox [0 0 595.28 841.89] /Resources << /Font << /F1 3 0 R /F2 4 0 R >> >> /Contents 8 0 R >> endobj 8 0 obj << /Length 5986 >> stream BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 789.89 Tm (The platform correlates those signals to build exposure context, identify attack paths, prioritize risk,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 774.89 Tm (and support remediation. Hexa can also execute multi-step workflows against Tenable's exposure) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 759.89 Tm (data. Current capabilities include searching assets and findings, organizing asset information,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 744.89 Tm (generating dashboards, creating remediation tickets and initiatives, managing scans, and coordinating) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 729.89 Tm (scheduled routines.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 701.89 Tm (3. CrowdStrike Falcon Exposure Management) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 679.89 Tm (CrowdStrike approaches exposure management through telemetry and adversary intelligence. Falcon) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 664.89 Tm (Exposure Management can continuously assess environments through Falcon telemetry and ingest) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 649.89 Tm (third-party asset and vulnerability data. CrowdStrike expanded the offering in 2026 to support) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 634.89 Tm (organizations that use non-CrowdStrike endpoint stacks.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 612.89 Tm (Exposure management also connects with the wider Falcon platform. Security teams can send) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 597.89 Tm (prioritized exposure findings into Falcon Fusion workflows for actions such as ticketing, isolation, or) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 582.89 Tm (remediation. Network vulnerability assessment is integrated into Falcon Exposure Management through) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 567.89 Tm (the existing Falcon agent, reducing the need for separate scanner infrastructure.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 539.89 Tm (4. Cortex Exposure Management) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 517.89 Tm (Palo Alto Networks' Cortex Exposure Management focuses on reducing large volumes of exposure) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 502.89 Tm (data to a smaller set of issues while accounting for security controls already protecting the) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 487.89 Tm (environment. A vulnerability scanner may report a weakness even when an IPS rule, firewall policy,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 472.89 Tm (segmentation boundary, or another compensating control prevents the relevant attack.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 450.89 Tm (Cortex Exposure Management can include these controls when determining residual exposure. Palo) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 435.89 Tm (Alto Networks describes this as measuring the risk that remains after existing defenses are) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 420.89 Tm (considered. The platform brings findings from Cortex sensors and third-party sources into a) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 405.89 Tm (normalized and deduplicated exposure view. Precision Filtering and the Exposure Management) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 390.89 Tm (Command Center help security teams focus on cases that remain important after context is applied.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 362.89 Tm (5. SAFE) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 340.89 Tm (SAFE uses a broad definition of AI exposure management. Its CTEM AI Co-Worker covers the) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 325.89 Tm (five-stage Continuous Threat Exposure Management process: scoping, discovery, prioritization,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 310.89 Tm (validation, and mobilization.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 288.89 Tm (SAFE describes an architecture with specialized AI agents assigned to individual activities across that) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 273.89 Tm (process. These include asset criticality, business-service mapping, finding deduplication, threat) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 258.89 Tm (intelligence correlation, reachability analysis, exploit validation, control-efficacy analysis, ticket) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 243.89 Tm (creation, exception management, and executive reporting.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 215.89 Tm (6. Zafran Security) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 193.89 Tm (Zafran focuses on the gap between vulnerability identification and patch deployment. The platform) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 178.89 Tm (consolidates findings from existing scanners across cloud, on-premises, and application) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 163.89 Tm (environments, normalizes them, and builds an exposure graph.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 141.89 Tm (Risk assessment considers signals such as runtime presence, internet reachability, exploitation) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 126.89 Tm (activity, asset criticality, and security controls already deployed in the environment. Zafran also) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 111.89 Tm (focuses on mitigation during the patching window. The platform can determine whether existing) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 96.89 Tm (security controls can reduce exploitability before a vulnerability moves through the normal patch) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 81.89 Tm (cycle.) Tj ET q 0.86 0.88 0.92 RG 1 w 46 42 m 549.28 42 l S Q BT /F1 8.4 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 30 Tm (TechRounder | Page 2 of 5) Tj ET BT /F1 7.2 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 19 Tm (https://www.techrounder.com/pdf/blog/ai-exposure-management-software-9-platforms-compared.pdf) Tj ET endstream endobj 9 0 obj << /Type /Page /Parent 2 0 R /MediaBox [0 0 595.28 841.89] /Resources << /Font << /F1 3 0 R /F2 4 0 R >> >> /Contents 10 0 R >> endobj 10 0 obj << /Length 5034 >> stream BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 789.89 Tm (7. Brinqa) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 767.89 Tm (Brinqa starts with the exposure data foundation. Many enterprises rely on overlapping scanners and) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 752.89 Tm (security products that contain inconsistent asset names, duplicate findings, missing owners, different) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 737.89 Tm (risk models, and incomplete relationships between technical systems and the business.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 715.89 Tm (Brinqa's CyberRisk Graph is designed to normalize those sources into a unified exposure model. Its) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 700.89 Tm (current platform ingests data from hundreds of security, IT, cloud, identity, application, and business) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 685.89 Tm (systems. AI is used to close gaps in that data, including deduplicating findings and filling missing) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 670.89 Tm (attribution or ownership information.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 642.89 Tm (8. Qualys Enterprise TruRisk Management) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 620.89 Tm (Qualys Enterprise TruRisk Management, or ETM, extends the company's asset and vulnerability) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 605.89 Tm (telemetry into a broader risk-operations model. The platform combines Qualys data with findings) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 590.89 Tm (from third-party tools to create a unified asset, identity, and exposure environment. Qualys describes) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 575.89 Tm (more than 100 third-party connectors as part of this model.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 553.89 Tm (AI has several roles inside ETM. Qualys introduced specialized autonomous agents during 2026 for) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 538.89 Tm (threat prioritization, patch management, external asset discovery, and exploit-driven remediation.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 523.89 Tm (Agent Nova provides a conversational, action-oriented interface that can interpret natural-language) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 508.89 Tm (questions against the exposure environment and recommend next steps.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 480.89 Tm (9. Rapid7 Exposure Command) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 458.89 Tm (Rapid7 Exposure Command covers exposure management across hybrid environments. It connects) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 443.89 Tm (vulnerability management, external attack surface data, cloud security, identity information, application) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 428.89 Tm (security, and other signals in a unified exposure model.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 406.89 Tm (The platform supports hundreds of integrations across security, IT operations, cloud, identity,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 391.89 Tm (ticketing, CI/CD, EDR, and related systems. This allows organizations to use exposure findings inside) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 376.89 Tm (existing operational processes. Rapid7 has also been expanding the AI-ready layer around Exposure) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 361.89 Tm (Command.) Tj ET BT /F2 15 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 333.89 Tm (What Separates These Platforms in Practice?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 309.89 Tm (Platform differences become clearer when buyers focus on the decision the AI improves.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 281.89 Tm (How the Platform Defines Reachability) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 259.89 Tm (Look closely at how the platform establishes reachability.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 237.89 Tm (A product may define reachability as:) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 215.89 Tm (- Internet exposure) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 199.09 Tm (- Network connectivity) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 182.29 Tm (- Presence of a vulnerable service) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 165.49 Tm (- Runtime package usage) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 148.69 Tm (- A complete network route) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 131.89 Tm (- An identity path) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 115.09 Tm (- An attack path combining several conditions) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 98.29 Tm (These definitions describe different levels of exposure.) Tj ET q 0.86 0.88 0.92 RG 1 w 46 42 m 549.28 42 l S Q BT /F1 8.4 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 30 Tm (TechRounder | Page 3 of 5) Tj ET BT /F1 7.2 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 19 Tm (https://www.techrounder.com/pdf/blog/ai-exposure-management-software-9-platforms-compared.pdf) Tj ET endstream endobj 11 0 obj << /Type /Page /Parent 2 0 R /MediaBox [0 0 595.28 841.89] /Resources << /Font << /F1 3 0 R /F2 4 0 R >> >> /Contents 12 0 R >> endobj 12 0 obj << /Length 4058 >> stream BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 789.89 Tm (For organizations overwhelmed by scanner findings, the definition of reachability can materially) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 774.89 Tm (change which vulnerabilities rise to the top of the remediation queue.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 746.89 Tm (One Exposure Dataset Across Many Tools) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 724.89 Tm (The data model can matter as much as the scoring algorithm.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 702.89 Tm (Evaluate:) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 680.89 Tm (- Asset reconciliation) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 664.09 Tm (- Finding deduplication) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 647.29 Tm (- Historical data) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 630.49 Tm (- Ownership mapping) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 613.69 Tm (- Business-service context) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 596.89 Tm (- Third-party connectors) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 580.09 Tm (- Data lineage) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 563.29 Tm (- API access) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 546.49 Tm (- AI-agent access) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 529.69 Tm (AI reasoning is only as dependable as the exposure data it receives.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 501.69 Tm (What Counts as Proof of Exploitability?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 479.69 Tm (Check what the platform means by "validation.") Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 457.69 Tm (Some platforms infer exploitability from environment context. Others combine that context with) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 442.69 Tm (attack-path reasoning, while some execute safe simulations or exploit validation.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 420.69 Tm (Buyers should identify whether the result is a probability, a logical proof, a simulated attack, or an) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 405.69 Tm (actual exploitation attempt.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 377.69 Tm (Remediation Speed After Prioritization) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 355.69 Tm (Good prioritization still needs an effective remediation process.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 333.69 Tm (A platform may correctly identify the 50 most dangerous findings, but those findings can remain) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 318.69 Tm (unresolved if they enter the same slow process as the rest of the backlog.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 296.69 Tm (Look for:) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 274.69 Tm (- Automatic owner identification) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 257.89 Tm (- Consolidated remediation actions) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 241.09 Tm (- Jira and ServiceNow integration) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 224.29 Tm (- Patch orchestration) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 207.49 Tm (- Alternative mitigations) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 190.69 Tm (- SLA management) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 173.89 Tm (- Exception workflows) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 157.09 Tm (- Human approval controls) Tj ET BT /F1 10.5 Tf 0.2 0.23 0.28 rg 1 0 0 1 46 140.29 Tm (- Verification after the fix) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 123.49 Tm (Automation after the risk decision can have as much operational value as the prioritization itself.) Tj ET BT /F2 15 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 95.49 Tm (FAQs) Tj ET q 0.86 0.88 0.92 RG 1 w 46 42 m 549.28 42 l S Q BT /F1 8.4 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 30 Tm (TechRounder | Page 4 of 5) Tj ET BT /F1 7.2 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 19 Tm (https://www.techrounder.com/pdf/blog/ai-exposure-management-software-9-platforms-compared.pdf) Tj ET endstream endobj 13 0 obj << /Type /Page /Parent 2 0 R /MediaBox [0 0 595.28 841.89] /Resources << /Font << /F1 3 0 R /F2 4 0 R >> >> /Contents 14 0 R >> endobj 14 0 obj << /Length 5664 >> stream BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 789.89 Tm (How is exposure management different from vulnerability management?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 767.89 Tm (Vulnerability management primarily discovers, assesses, and remediates known vulnerabilities.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 752.89 Tm (Exposure management adds environmental context such as attack paths, reachable assets, identities,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 737.89 Tm (cloud configurations, business importance, threat activity, and security controls. The added context) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 722.89 Tm (helps teams determine which weaknesses create meaningful exposure and which findings should be) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 707.89 Tm (addressed first.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 679.89 Tm (What role does AI play in exposure management?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 657.89 Tm (AI can clean and correlate exposure data, analyze technical exploitation requirements, identify patterns) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 642.89 Tm (in attack graphs, summarize threat intelligence, prioritize remediation, generate mitigation guidance,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 627.89 Tm (and automate operational workflows. Buyers should focus on whether those capabilities improve the) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 612.89 Tm (accuracy of security decisions and reduce manual work.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 584.89 Tm (What is reachability analysis in exposure management?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 562.89 Tm (Reachability analysis determines whether an attacker has a viable route to a vulnerable component or) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 547.89 Tm (asset. The analysis can consider network topology, segmentation, firewall rules, ports, identities,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 532.89 Tm (privileges, runtime context, and exploitation prerequisites. This helps teams separate vulnerabilities) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 517.89 Tm (that exist in theory from those that can participate in an attack within the organization's environment.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 489.89 Tm (Is attack path management the same as exposure management?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 467.89 Tm (No. Attack path analysis is one capability within a broader exposure-management program. It models) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 452.89 Tm (how an attacker could move through connected weaknesses toward valuable assets. Exposure) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 437.89 Tm (management also covers discovery, prioritization, environmental context, remediation workflow,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 422.89 Tm (validation, reporting, and continuous reassessment as infrastructure and threats change.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 394.89 Tm (Should companies replace their vulnerability scanners with an exposure management) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 377.89 Tm (platform?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 355.89 Tm (Usually not automatically. Many exposure-management platforms consume findings from existing) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 340.89 Tm (scanners. Vulnerability scanners remain useful for discovering weaknesses, while exposure) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 325.89 Tm (management adds the context needed to decide which findings matter most and how they should be) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 310.89 Tm (addressed. Some broader platforms provide both functions within the same ecosystem.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 282.89 Tm (How should CISOs evaluate AI exposure management platforms?) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 260.89 Tm (CISOs should test platforms against real enterprise findings and measure backlog reduction, evidence) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 245.89 Tm (quality, reachability accuracy, attack-path realism, remediation options, integration depth, data lineage,) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 230.89 Tm (AI explainability, and how quickly exposures are re-evaluated after environmental changes. A strong) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 215.89 Tm (platform should reduce uncertainty about what needs action and provide enough evidence for teams to) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 200.89 Tm (act with confidence.) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 178.89 Tm (If you are evaluating these platforms, I would start with a small set of real exposure findings from) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 163.89 Tm (your environment and compare how each product explains reachability, exploitability, and the) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 148.89 Tm (remediation path. The platform that produces the clearest evidence for those decisions is the one) Tj ET BT /F1 11 Tf 0.14 0.16 0.2 rg 1 0 0 1 46 133.89 Tm (worth taking further.) Tj ET BT /F2 13 Tf 0.08 0.1 0.14 rg 1 0 0 1 46 105.89 Tm (References) Tj ET BT /F1 10 Tf 0.18 0.2 0.24 rg 1 0 0 1 46 85.89 Tm (1. astelia.io - https://www.astelia.io/) Tj ET q 0.86 0.88 0.92 RG 1 w 46 42 m 549.28 42 l S Q BT /F1 8.4 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 30 Tm (TechRounder | Page 5 of 5) Tj ET BT /F1 7.2 Tf 0.42 0.45 0.5 rg 1 0 0 1 46 19 Tm (https://www.techrounder.com/pdf/blog/ai-exposure-management-software-9-platforms-compared.pdf) Tj ET endstream endobj xref 0 15 0000000000 65535 f 0000000015 00000 n 0000000064 00000 n 0000000147 00000 n 0000000217 00000 n 0000000292 00000 n 0000000434 00000 n 0000005818 00000 n 0000005960 00000 n 0000011997 00000 n 0000012140 00000 n 0000017226 00000 n 0000017370 00000 n 0000021480 00000 n 0000021624 00000 n trailer << /Size 15 /Root 1 0 R >> startxref 27340 %%EOF