{"id":46961,"date":"2026-05-20T21:36:04","date_gmt":"2026-05-20T16:06:04","guid":{"rendered":"https:\/\/www.getastra.com\/blog\/?p=46961"},"modified":"2026-05-28T12:24:55","modified_gmt":"2026-05-28T06:54:55","slug":"autonomous-security-vendors","status":"publish","type":"post","link":"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous-security-vendors\/","title":{"rendered":"How to Evaluate Autonomous Penetration Testing Security Vendors in 2026"},"content":{"rendered":"<div class=\"gb-container gb-container-e43a8917\">\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Key_Takeaways\"><\/span>Key Takeaways<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>The market is large, fast-growing, and crowded with &#8220;agent-washing.&#8221;<\/strong> Analyst forecasts for the broader pentesting market range from $2.36B in 2025 to between $5.54B and $7.41B by the early 2030s, with PTaaS growing at 22.6% CAGR and adversarial validation at 23.4% CAGR. <\/li>\n\n\n\n<li><strong>The category just got its first governance standard.<\/strong> OWASP APTS v0.1.0, co-led by Astra Security, defines 173 tier-required requirements across 8 domains and three conformance tiers.<\/li>\n\n\n\n<li><strong>Real differentiation is now measurable on three axes: validated exploitability, business-logic reasoning, and audit-grade evidence.<\/strong> <\/li>\n\n\n\n<li><a href=\"https:\/\/www.getastra.com\/autonomous-pentesting\">Astra&#8217;s Autonomous Pentesting Platform,<\/a> XBOW, NodeZero (Horizon3.ai), Pentera, RidgeBot (Ridge Security), and Aikido Attack\/Infinite each take meaningfully different paths through this space.<\/li>\n\n\n\n<li>The right choice depends on which APTS domains a CISO weighs<strong>&nbsp;most heavily and which compliance frameworks<\/strong> (SOC 2, PCI DSS 4.0, ISO 27001, NIS2) the <strong>engagement must support<\/strong>.&nbsp;<\/li>\n<\/ul>\n\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.getastra.com\/autonomous-pentesting\"><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_APT_Security_Vendor_Evaluation_Matters_Now\"><\/span><strong>Why APT Security Vendor Evaluation Matters Now?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">You&#8217;re most likely here because of some math and news about how to get that math and mess sorted.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Your engineering team can&#8217;t manually pentest every release, your scanners flood Jira with noise, and your CISO needs audit-ready evidence by next quarter, and the autonomous pentesting market promises relief; AI agents that discover, chain, and exploit vulnerabilities at human-quality depth, in hours instead of weeks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here&#8217;s the catch. The broader pentesting market is racing from $2.36B in 2025 toward $5.54B by 2031, with PTaaS growing at 22.6% CAGR. The autonomous subsegment is moving even faster. But Gartner predicts that <strong>4 out of every 10 agentic AI projects will be down the drain before 2027 ends<\/strong>. Thanks to &#8220;agent washing,&#8221; weak controls, and vendor mismatch.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Inside that bucket, autonomous pentesting sits in the danger zone because the failure modes are loud: production outages, unverifiable claims, opaque AI decisions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That&#8217;s where this guide comes in.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We&#8217;ve worked closely with our founders, Information Security engineers, along with the authors of the <a href=\"https:\/\/owasp.org\/APTS\/\" target=\"_blank\" rel=\"noopener\">OWASP APTS<\/a>, to translate the new procurement standard into a practical evaluation framework for autonomous penetration testing security vendors. You&#8217;ll <strong>walk away with the questions, the scorecard, and the red flags that separate platforms with real autonomy from polished demos.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"What_Makes_Autonomous_Pentesting_Different_And_Riskier\"><\/span><strong>What Makes Autonomous Pentesting Different (And Riskier)<\/strong>?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Assuming you\u2019ve used or read about Autonomous Pentesting before and understand that they\u2019re simply <strong>not <\/strong>just faster scanners; check signatures, match CVEs, flag what they recognize, and stop.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Autonomous pentesting agents do something fundamentally different: they make decisions. They crawl your app, generate attack scenarios dynamically, chain vulnerabilities together, attempt exploits, and adapt when something doesn&#8217;t work. It&#8217;s the difference between a metal detector and a locksmith.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That decision-making is exactly what makes autonomous tools riskier than anything you&#8217;ve procured before:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Production damage.<\/strong> An agent that decides to escalate privileges or pivot through your network can knock services over if the vendor hasn&#8217;t engineered hard guardrails.<\/li>\n\n\n\n<li><strong>Unapproved escalation.<\/strong> AI agents may request additional permissions to overcome obstacles, creating a path of privilege creep that attackers will absolutely exploit.<\/li>\n\n\n\n<li><strong>Agent hijacking.<\/strong> A 2026 large-scale public competition yielded 8,648 successful indirect prompt-injection attacks across 13 frontier models. A compromised pentest agent has legitimate access to nmap, Metasploit, sqlmap, and your cloud APIs.<\/li>\n\n\n\n<li><strong>Opaque decisions.<\/strong> When an agent performs thousands of actions per minute, auditing and incident response break down without immutable logs.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This isn&#8217;t a capability problem. It&#8217;s a control problem. Which is why &#8220;Can it find more bugs?&#8221; is the wrong first question. &#8220;Can I prove what it did, stop it instantly, and contain its blast radius?&#8221; is the right one.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Read <a href=\"https:\/\/x.com\/JinsonCyberSec\/status\/2045130460683223357\">Jinson Varghese&#8217;s framing of why the industry needed APTS<\/a>.&nbsp; <\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_OWASP_APTS_Framework_Your_Vendor_Evaluation_Standard\"><\/span><strong>The OWASP APTS Framework: Your Vendor Evaluation Standard<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">OWASP APTS launched as v0.1.0 in April 2026, the category&#8217;s first formal governance standard. It doesn&#8217;t replace pentesting methodologies like PTES or OWASP WSTG but addresses the unique failure modes of autonomous operation: scope, safety, manipulation resistance, and accountability.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The structure you need to know:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>8 domains, 173 requirements.<\/strong> Scope Enforcement (SE), Safety Controls (SC), Human Oversight (HO), Graduated Autonomy (AL), Auditability (AR), Manipulation Resistance (MR), Supply Chain Trust (TP), Reporting (RP).<\/li>\n\n\n\n<li><strong>3 conformance tiers.<\/strong>\n<ul class=\"wp-block-list\">\n<li>Tier 1 Foundation (72 requirements): platform won&#8217;t test outside scope, can be stopped immediately, provides audit trail.<\/li>\n\n\n\n<li>Tier 2 Verified (157 cumulative): tamper-proof logs, reproducible findings, third-party dependency management.<\/li>\n\n\n\n<li>Tier 3 Comprehensive (173 cumulative): critical infrastructure, fully autonomous campaigns.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>4 autonomy levels.<\/strong> L1 Assisted, L2 Semi-Autonomous, L3 Supervised Autonomous, L4 Fully Autonomous. APTS is explicit: no platform should skip levels.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">What makes APTS genuinely useful in procurement is that every requirement has an ID you can cite.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, it is easier to say, &#8220;Show me how you handle APTS-SE-001&#8221; than swivel around, &#8220;Tell me about your scope controls.&#8221; The standard also ships with a Vendor Evaluation Guide, Evidence Request Checklist, and Customer Acceptance Testing procedures in its appendices.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In Jinson\u2019s words, <em>&#8220;Pentest platforms now make exploitation decisions with minimal human input. Not a capability issue, a control issue.&#8221;<\/em> That phrase, <strong>control before capability<\/strong>, is the line CISOs should bring to every demo.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"\/cdn-cgi\/image\/quality=80,format=auto,onerror=redirect,metadata=none\/https:\/\/cdn-blog.getastra.com\/2026\/05\/5bda2f53-apts-path-selection-.png\" alt=\"\" class=\"wp-image-46973\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Pull the full standard from the <\/em><a href=\"https:\/\/github.com\/OWASP\/APTS\" target=\"_blank\" rel=\"noopener\"><em>OWASP APTS GitHub repository<\/em><\/a><em> and bring the Evidence Request Checklist to your next vendor call.<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Detection_Quality_Exploit_Validation\"><\/span><strong>Detection Quality &amp; Exploit Validation<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This is where most &#8220;autonomous&#8221; platforms break down. A real pentest doesn&#8217;t just identify a vulnerability. It proves the vulnerability is exploitable in your specific context. Theoretical CVSS scores from a CVE database don&#8217;t survive a CISO&#8217;s first follow-up question.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What to look for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Confirmed exploits with proof of execution<\/strong>, not just vulnerability detection.<\/li>\n\n\n\n<li><strong>Attack chain visualization<\/strong> showing how individual weaknesses connect into exploitable sequences.<\/li>\n\n\n\n<li><strong>Fix verification capability<\/strong>, or a clear roadmap toward it.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Red flags to walk away from:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Reports built on screenshots and raw scanner output.<\/li>\n\n\n\n<li>&#8220;Vulnerable&#8221; findings with no proof-of-exploit demo.<\/li>\n\n\n\n<li>Heavy reliance on theoretical CVSS scoring without contextual validation.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This ties directly to APTS Scope Enforcement (SE) and Reporting (RP), both of which demand validated findings rather than theoretical ones.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ask the vendor: <\/strong><em>&#8220;Show me a production-safe exploit demo on a target like mine, one that walks through the agent&#8217;s reasoning, not just the result.&#8221;<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"False_Positive_Rate_Noise_Reduction\"><\/span><strong>False Positive Rate &amp; Noise Reduction<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Industry research places traditional vulnerability scanner false-positive rates between <strong>30\u201360%<\/strong>. According to&nbsp;<a href=\"https:\/\/www.contrastsecurity.com\/infographics\/appsec-noise-and-fatigue-by-the-numbers\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">Contrast Security&#8217;s analysis<\/a>&nbsp;of NIST and OWASP Benchmark data, DAST tools have reported FPRs as high as 82%, and even leading SAST tools achieve 30\u201340% true positives with 15\u201320% false positives. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The average organization burns over 300 engineering hours a year chasing phantom findings.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"\/cdn-cgi\/image\/quality=80,format=auto,onerror=redirect,metadata=none\/https:\/\/cdn-blog.getastra.com\/2026\/05\/4dcccfb6-false-vs-true-positives-in-autonomous-penetration-testing-vendors.png\" alt=\"True positives vs False postives in autonomous penetration testing vendors\" class=\"wp-image-46972\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Autonomous tools should clear a much higher bar, <strong>under 10% false positives<\/strong>, because they validate by exploitation, not pattern matching. If the platform can&#8217;t successfully exploit a finding, it shouldn&#8217;t surface it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">How to test it:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Run the platform against a known-clean staging environment and count remediation tickets created.<\/li>\n\n\n\n<li>Compare findings against a manual baseline pentest of the same target.<\/li>\n\n\n\n<li>Ask for OWASP Benchmark or DEFCON Benchmark Bakeoff scores with the underlying data.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">APTS Auditability (AR) requires the platform to expose decision trails explaining every alert, which is your fastest way to spot a vendor inflating their findings.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ask the vendor: <\/strong><em>&#8220;What&#8217;s your false positive rate on a production-like benchmark? Walk me through the data.&#8221;<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Coverage_Beyond_Port_Scanning\"><\/span><strong>Coverage: Beyond Port Scanning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">If a vendor&#8217;s coverage story stops at port scanning and OWASP Top 10 signatures, you&#8217;re looking at a scanner with marketing makeup. Genuine autonomous coverage spans:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Web applications and modern SPAs.<\/li>\n\n\n\n<li>REST and GraphQL APIs.<\/li>\n\n\n\n<li>Cloud configurations across AWS, Azure, and GCP, including IAM weaknesses.<\/li>\n\n\n\n<li>Identity and Active Directory paths.<\/li>\n\n\n\n<li><strong>Business logic vulnerabilities<\/strong>, the real autonomy marker.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">That last one matters most. Business-logic flaws like BOLA, IDOR, broken access control, multi-step approval bypasses, and cross-tenant data access produce HTTP requests that look perfectly legitimate to a scanner.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Valid parameters, valid auth tokens, real endpoints. The flaw is contextual. Research published by CISPA-Helmholtz found that business logic vulnerabilities account for&nbsp;<strong>27 of the CWE Top 40<\/strong>&nbsp;most dangerous weaknesses.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If a platform can find BOLA in a multi-role SaaS app or detect a coupon-reuse race condition, it&#8217;s reasoning. If it can only find what&#8217;s in the signature database, it&#8217;s a match.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">APTS Graduated Autonomy (AL) levels map directly to coverage expectations: the higher the autonomy tier, the broader and deeper the test surface should be.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ask the vendor: <\/strong><em>&#8220;What percentage of your findings require human-style reasoning versus signature matching? Show me a redacted business-logic finding.&#8221;<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CTA<\/strong>: <em>Compare coverage scopes across the leading autonomous platforms in our\u00a0<\/em><a href=\"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous-tools\/\" target=\"_blank\"><em>Top<\/em><\/a><a href=\"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous-tools\/\"><em> 10 Autonomous Pentesting Tools listicle<\/em><\/a><em>.<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"APTS_Conformance_The_Governance_Litmus_Test\"><\/span><strong>APTS Conformance: The Governance Litmus Test<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This is the deepest part of your evaluation. If a vendor doesn&#8217;t know what APTS is, you&#8217;re not talking to a serious platform. You&#8217;re talking to last year&#8217;s roadmap.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Map each APTS domain to a specific procurement risk and a question:<\/p>\n\n\n\n<div id=\"tablepress-433-scroll-wrapper\" class=\"tablepress-scroll-wrapper\">\n<table id=\"tablepress-433\" class=\"tablepress tablepress-id-433 column1-color tablepress-responsive\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">APTS Domain<\/th><th class=\"column-2\">Business Risk<\/th><th class=\"column-3\">Question to Ask<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">Scope Enforcement<\/td><td class=\"column-2\">Production scope creep<\/td><td class=\"column-3\">Demo your handling of unknown or out-of-scope asset discovery.<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">Safety Controls (SC)<\/td><td class=\"column-2\">Outage from runaway agents<\/td><td class=\"column-3\">Demo your handling of unknown or out-of-scope asset discovery.<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">Human Oversight (HO)<\/td><td class=\"column-2\">Unchecked privilege escalation<\/td><td class=\"column-3\">Show your kill switch and blast-radius limits live.<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">Auditability (AR)<\/td><td class=\"column-2\">Unverifiable claims<\/td><td class=\"column-3\">Walk through your approval gates and operator qualifications.<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">Manipulation Resistance (MR)<\/td><td class=\"column-2\">Agent hijacking via prompt injection<\/td><td class=\"column-3\">Export a 90-day tamper-proof audit trail my auditors can verify independently.<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">Reporting (RP)<\/td><td class=\"column-2\">Theatrical findings<\/td><td class=\"column-3\">What are your prompt injection defenses? Share the test data.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<!-- #tablepress-433 from cache -->\n\n\n\n<p class=\"wp-block-paragraph\">Demand Tier 1 minimum at signing, with a Tier 2 roadmap. Tier 1 says the platform won&#8217;t go off-target, can be stopped instantly, and produces an audit trail.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tier 2 adds the regulatory survival kit: tamper-proof logs and reproducible exploit evidence that holds up in a SOC 2 or PCI DSS 4.0 audit.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Critically, APTS allows self-assessment. Don&#8217;t accept &#8220;<em>we&#8217;re APTS-aligned<\/em>&#8221; as marketing. Ask for the completed <strong>Conformance Claim Template<\/strong> against the appendix&#8217;s Evidence Request Checklist.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Production_Safety_Operational_Controls\"><\/span><strong>Production Safety &amp; Operational Controls<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>What Happens When the Agent Misbehaves at 2 AM?<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ask, <em>&#8220;What happens when your agent does something I don&#8217;t want it to do?&#8221;<\/em> If they say &#8220;<em>file a ticket<\/em>&#8221; or &#8220;<em>check the logs in the morning,<\/em>&#8221; you&#8217;re done.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What good looks like:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Kill switches<\/strong> that halt all agent activity almost immediately<\/li>\n\n\n\n<li><strong>Blast radius limits<\/strong> across per-host, per-subnet, and per-API-call rate caps.<\/li>\n\n\n\n<li><strong>Rollback mechanisms<\/strong> for any state-modifying actions.<\/li>\n\n\n\n<li><strong>Human escalation paths<\/strong> when the agent encounters ambiguous decisions.<\/li>\n\n\n\n<li><strong>SOC 2 Type II attestation<\/strong> and named production deployment case studies.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This maps to APTS Safety Controls (SC) and Human Oversight (HO): 20 and 19 requirements, respectively, covering impact classification, sandboxing, approval gates, and operator qualifications.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Test it before you sign. Ask for a staging-environment proof-of-concept where the vendor demonstrates the controls in real time. Watch them invoke the kill switch. Watch the agent stop.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ask the vendor<\/strong>: <em>&#8220;Run live in my staging environment. Show me the safety controls in action.&#8221;<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Evidence_Quality_Auditability\"><\/span><strong>Evidence Quality &amp; Auditability<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Most auditors scour for defensibility, reproducibility, and time-stamped evidence. <strong>PCI DSS 4.0 Requirement 11.4 (March 31, 2025)<\/strong> now explicitly requires documented evidence that vulnerabilities were retested and confirmed fixed. <strong>SOC 2 auditors<\/strong> lean on penetration testing as essential evidence for CC4.1, CC6.1, CC7.1\u20137.4, and CC8.1.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What audit-grade evidence looks like:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tamper-proof logs<\/strong> with cryptographic integrity, isolated from the platform&#8217;s general telemetry.<\/li>\n\n\n\n<li><strong>Decision reasoning trails<\/strong> showing why the agent took each action.<\/li>\n\n\n\n<li><strong>Reproducible exploit evidence<\/strong> that can be traced at a step-by-step level.<\/li>\n\n\n\n<li><strong>Shareable audit trails<\/strong> that withstand independent verification for SOC 2, PCI DSS, ISO 27001, and NIS2.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>APTS Auditability (AR) is specifically structured around this: 20 requirements covering log integrity, decision reconstruction, and audit-trail isolation from platform logs.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ask the vendor<\/strong>: <em>&#8220;Export a 90-day audit trail. Can my external auditors verify it independently, without your involvement?&#8221;<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If they hesitate, walk away.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Scalability_Integration_Cost_Reality\"><\/span><strong>Scalability, Integration &amp; Cost Reality<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">You&#8217;re not buying a one-off pentest. You&#8217;re buying a system that has to live inside your CI\/CD, ticketing, and ChatOps stack, and scale across hundreds of services without your team chasing tickets all night.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Integration must-haves:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>CI\/CD triggers<\/strong> that run on every meaningful merge or release.<\/li>\n\n\n\n<li><strong>Ticketing integration<\/strong> with native Jira and ServiceNow support.<\/li>\n\n\n\n<li><strong>ChatOps alerting<\/strong> through Slack or Teams with full context.<\/li>\n\n\n\n<li><strong>SIEM and SOAR log forwarding<\/strong> out of the box.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The cost reality check:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Per-app versus per-IP pricing<\/strong> changes the math entirely for mid-sized teams running microservices.<\/li>\n\n\n\n<li><strong>Time saved versus tickets created<\/strong> is the only useful ROI metric.<\/li>\n\n\n\n<li><strong>Hidden costs<\/strong> include false-positive cleanup, manual verification time, vendor onboarding effort, and re-test cycles.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">A vendor pricing per-IP for a microservices architecture is a budget grenade. A vendor pricing per-app with no scenario cap is a unit-economics gift.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Ask the vendor<\/strong>: <em>&#8220;Give me a 30-day POC. At the end, show me the total engineering hours saved versus the tickets created. That&#8217;s our ROI number.&#8221;<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CTA<\/strong>: <em>Want a transparent per-target pricing breakdown for autonomous pentesting at your scale? <\/em><a href=\"https:\/\/www.getastra.com\/contact-us\"><em>Get a quote from Astra<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Vendor_Evaluation_Scorecard\"><\/span><strong>Vendor Evaluation Scorecard<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Use this scorecard the same way you&#8217;d compare RFP responses: weighted, consistent, defensible. Walk into every vendor demo with the same blank sheet.<\/p>\n\n\n\n<div id=\"tablepress-432-scroll-wrapper\" class=\"tablepress-scroll-wrapper\">\n<table id=\"tablepress-432\" class=\"tablepress tablepress-id-432 column1-color tablepress-responsive\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Criteria<\/th><th class=\"column-2\">Weight<\/th><th class=\"column-3\">What to Score On<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">APTS Tier alignment<\/td><td class=\"column-2\">25%<\/td><td class=\"column-3\">Tier 1 minimum at signing, Tier 2 roadmap visible. SE, SC, and AR built in, not bolted on<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">Exploit proof rate<\/td><td class=\"column-2\">20%<\/td><td class=\"column-3\">Percentage of findings with reproducible proof-of-exploitation, validated against OWASP Top 10<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">False positive rate<\/td><td class=\"column-2\">15%<\/td><td class=\"column-3\">Under 10% on production-like benchmarks, with the data to back it up<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">Coverage depth<\/td><td class=\"column-2\">15%<\/td><td class=\"column-3\">Web, API, cloud, identity, and business logic, especially business logic<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">Safety controls<\/td><td class=\"column-2\">15%<\/td><td class=\"column-3\">Kill switch, blast radius, rollback, approval gates, all APTS-compliant<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">Evidence quality<\/td><td class=\"column-2\">10%<\/td><td class=\"column-3\">Tamper-proof audit logs and SOC 2, PCI DSS, and ISO 27001 readiness out of the box<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<!-- #tablepress-432 from cache -->\n\n\n\n<p class=\"wp-block-paragraph\">The scorecard isn&#8217;t sacred; adjust weights to reflect your specific compliance priorities. A fintech under PCI DSS 4.0 will weigh evidence quality more heavily. A SaaS company shipping daily will weigh integration and false positives more heavily.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7-Step_APT_Vendor_Evaluation_Process\"><\/span><strong>7-Step APT Vendor Evaluation Process<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Pick the right vendor in 30 days.<\/em> Here&#8217;s the playbook, end to end:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Classify your assets<\/strong> by APTS criticality. Tier 1 platforms are fine for non-critical staging; Tier 2 for production and regulated workloads; Tier 3 for critical infrastructure.<\/li>\n\n\n\n<li><strong>Define your must-haves.<\/strong> Tier 1 APTS conformance plus your top 3 evaluation criteria (probably exploit proof, business-logic coverage, and audit-grade evidence).<\/li>\n\n\n\n<li><strong>Shortlist 3 vendors<\/strong> from a credible competitive scan. Our<a href=\"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous-tools\/\" target=\"_blank\">\u00a0Top<\/a><a href=\"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous-tools\/\"> 10 Autonomous Pentesting Tools listicle<\/a> is a fast starting point.<\/li>\n\n\n\n<li><strong>Demand the APTS self-assessment document<\/strong> from every shortlisted vendor. If they can&#8217;t produce one in two weeks, drop them.<\/li>\n\n\n\n<li><strong>Run a 30-day POC.<\/strong> Start in staging, graduate to production-like environments only after kill switches and scope controls hold.<\/li>\n\n\n\n<li><strong>Measure three numbers.<\/strong> False positive rate, engineering hours saved, validated-exploit count.<\/li>\n\n\n\n<li><strong>Select<\/strong> based on the highest scorecard total plus the best supporting evidence. Not the loudest brand. Not the slickest demo.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><em>Want help structuring the POC against your environment?<\/em> <a href=\"https:\/\/www.getastra.com\/autonomous-pentesting\"><\/a><a href=\"https:\/\/www.getastra.com\/contact-us\"><em>Get started with Astra today<\/em><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Top_Autonomous_Pentesting_Vendors_in_Brief\"><\/span><strong>Top Autonomous Pentesting Vendors in Brief<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">This is a non-exhaustive snapshot of the platforms surfacing most often in 2026 procurement conversations.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Astra Security<\/strong>\n<ul class=\"wp-block-list\">\n<li>Best fit: teams that want validated autonomous testing plus human expert review, with native compliance reporting for SOC 2, ISO 27001, PCI DSS, and HIPAA.<\/li>\n\n\n\n<li>Strength: dual-mode autonomy (Structured Pentest plus Bounty Hunter agents) trained on 4,000+ real pentests, plus the OWASP APTS authorship lineage.<\/li>\n\n\n\n<li>Caution: AP product launched April 2026, with native API and cloud coverage on the immediate roadmap.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1660\" height=\"1660\" src=\"https:\/\/cdn-blog.getastra.com\/2026\/05\/523898e3-ap.avif\" alt=\"Astra APT Dashboard - one of the top autonomous penetration testing security vendors\" class=\"wp-image-46978\" srcset=\"https:\/\/cdn-blog.getastra.com\/2026\/05\/523898e3-ap.avif 1660w, https:\/\/cdn-blog.getastra.com\/2026\/05\/523898e3-ap-1536x1536.avif 1536w\" sizes=\"auto, (max-width: 1660px) 100vw, 1660px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>XBOW<\/strong>\n<ul class=\"wp-block-list\">\n<li>Best fit: web app teams comfortable with cutting-edge AI.<\/li>\n\n\n\n<li>Strength: The agent reached #1 on HackerOne&#8217;s US leaderboard in Q2 2025.<\/li>\n\n\n\n<li>Caution: youngest platform, light on long-term enterprise deployment patterns.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Horizon3.ai NodeZero<\/strong>\n<ul class=\"wp-block-list\">\n<li>Best fit: federal and enterprise infrastructure teams.<\/li>\n\n\n\n<li>Strength: FedRAMP High Authorized, claims zero production downtime across all tests.<\/li>\n\n\n\n<li>Caution: heavier on the internal network, lighter on the modern web and API depth.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Pentera<\/strong>\n<ul class=\"wp-block-list\">\n<li>Best fit: enterprises building a CTEM program.<\/li>\n\n\n\n<li>Strength: Frost Radar 2026 Leader for Automated Security Validation, $100M+ ARR.<\/li>\n\n\n\n<li>Caution: validation-focused rather than discovery-focused, with a slower threat-content cadence.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Ridge Security RidgeBot<\/strong>\n<ul class=\"wp-block-list\">\n<li>Best fit: MSSPs and SMBs.<\/li>\n\n\n\n<li>Strength: payload-based real-exploit testing with claimed 88% on DEFCON 2025 Benchmark Bakeoff.<\/li>\n\n\n\n<li>Caution: documentation gaps flagged in G2 reviews.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Aikido Security<\/strong>\n<ul class=\"wp-block-list\">\n<li>Best fit: AppSec teams wanting code-to-runtime in one platform.<\/li>\n\n\n\n<li>Strength: Aikido Infinite continuous pentesting with AutoFix PR generation.<\/li>\n\n\n\n<li>Caution: Pentest is one module of a broader stack, not the headline product.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><em>For deep feature comparisons across all platforms, head to the\u00a0<a href=\"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous-tools\/\">Top 10 Autonomous Pentesting Tools in 2026\u00a0<\/a><\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Common_Vendor_Red_Flags\"><\/span><strong>Common Vendor Red Flags<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">To spot most bad-fit vendors in the first 20 minutes of a discovery call. Listen for:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>No APTS awareness.<\/strong> If the sales engineer can&#8217;t speak to scope enforcement or auditability requirements, you&#8217;re talking to a platform that&#8217;s behind the regulatory curve.<\/li>\n\n\n\n<li><strong>&#8220;Fully autonomous&#8221; with no safety controls.<\/strong> L4 autonomy without kill switches, blast-radius limits, or rollback is marketing, not engineering. APTS explicitly says no platform should skip autonomy levels.<\/li>\n\n\n\n<li><strong>Demo screenshots in place of live exploit proof.<\/strong> If they won&#8217;t run a live POC on a target you control, the platform probably can&#8217;t.<\/li>\n\n\n\n<li><strong>Opaque pricing with no POC willingness.<\/strong> Vendors that hide pricing and resist a structured 30-day POC are protecting weak unit economics or thin product surface area.<\/li>\n\n\n\n<li><strong>Missing audit trails or weak evidence.<\/strong> If you can&#8217;t export tamper-proof logs and reproducible exploit evidence today, you can&#8217;t pass a SOC 2 or PCI DSS audit tomorrow.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">If you spot two or more of these in a single call, end the call, well, unless the salesperson is dead nervous, give the chap some room!&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">But seriously, the 2026 autonomous pentesting market has enough credible vendors that you don&#8217;t need to negotiate around fundamental gaps.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Final_Thoughts\"><\/span><strong>Final Thoughts<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">By the time you reach here, we hope you realize that you\u2019re not just leasing a tool from a firm, you&#8217;re buying a system that takes and executes exploitation decisions on your production environment at 2 AM, with or without supervision. Trusting your vendor thus forms the crux of your endeavor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The 2026 <a href=\"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous\/\" data-type=\"link\" data-id=\"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous\/\">autonomous pentesting<\/a> market has real players solving real problems, but it also has plenty of agent-washing dressed up in slick UIs.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The OWASP APTS framework provides what the category lacks: a shared language to distinguish governance-ready platforms from marketing-ready ones. Use it. Cite specific requirement IDs in your demos. Demand the Conformance Claim Template. Run a 30-day POC against your own staging.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If a vendor scores green across exploit proof, false positives, safety controls, evidence quality, and APTS Tier 1 minimum, you&#8217;ve found a partner worth your engineering team&#8217;s trust. Anything less is a roadmap promise. Pick the platform that&#8217;s already shipping the controls, not the one still drafting them.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You\u2019re just a few clicks away from a walkthrough of Astra&#8217;s Autonomous Pentesting that maps to each APTS domain. <a href=\"https:\/\/www.getastra.com\/contact-us\">Book your demo now!<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><strong>FAQs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div id=\"rank-math-faq\" class=\"rank-math-block\">\n<div class=\"rank-math-list \">\n<div id=\"faq-question-1779254189769\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>What is Autonomous pentesting?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Autonomous Pentesting is an AI agent based security testing that simulates pentests using AI trained on patterns from real-world pentests.\u00a0<\/p>\n<p>Unlike traditional pentesting, which depends on individual human testers working through one attack route at a time, autonomous pentesting operates simultaneously across all possible attack vectors, ensuring both exceptional breadth and depth\u00a0<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1779254215409\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>Can AI do pentesting?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Yes, that is exactly what autonomous pentesting thrives on. AI agents curated and trained on real-world pentests that handle multiple tasks simultaneously and considerably bring down your cybersecurity TAT in terms of both precautionary and responsive measures. To know more, check out <a href=\"https:\/\/www.getastra.com\/autonomous-pentesting\">Astra\u2019s Autonomous AI Pentesting tool<\/a>; 80x faster than manual pentest.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1779254265114\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>Is autonomous pentesting faster and cheaper than traditional human pentesting?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Autonomous pentesting platforms deliver validated findings in hours rather than the 2-to-6 weeks a human team needs, often at 40% lower assessment time as per Bishop Fox benchmarks.\u00a0<br \/>Cost, on the other hand, varies based on the pricing model, client requirements, and attack surfaces. But the real ROI KPI is engineering hours saved versus tickets created during a month-long POC.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1779254292825\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>What is the difference between autonomous penetration testing and automated vulnerability scanning?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Automated vulnerability scanning juxtaposes your applications against a signature database and flags anything that resembles a known CVE.\u00a0<\/p>\n<p>Autonomous penetration testing, on the other hand, has AI agents that make decisions, generate dynamic attack scenarios, chain vulnerabilities together, attempt actual exploitation, and try to prove if the finding is real.\u00a0<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1779254341491\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>Is autonomous penetration testing safe for production systems?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Yes, but with hard guardrails. The <a href=\"https:\/\/owasp.org\/APTS\/\" target=\"_blank\" rel=\"noopener\">OWASP APTS standard&#8217;s<\/a> Safety Controls (SC) and Human Oversight (HO) domains spell out 39 specific requirements that production-grade platforms ought to meet.\u00a0<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1779254364753\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>What is OWASP APTS, and why does it matter for vendor selection?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>OWASP APTS is the first formal governance framework for autonomous pentesting platforms, launched as v0.1.0 in April 2026.\u00a0<\/p>\n<p>It defines 173 requirements across 8 domains and 3 conformance tiers, addressing scope enforcement, safety, manipulation resistance, and accountability.\u00a0<\/p>\n<p>For buyers, APTS gives you specific requirement IDs to cite in vendor evaluations, so instead of ambiguous claims such as, &#8220;we have safety controls&#8221; you furbish auditable evidence. For buyers, APTS gives you specific requirement IDs to cite in vendor evaluations, so instead of ambiguous claims such as &#8220;we have safety controls,&#8221; you furnish auditable evidence.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1779254456127\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>Can autonomous pentesting reports satisfy SOC 2, PCI DSS, and ISO 27001 audit requirements?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Yes, when the platform produces audit-grade evidence. Look for tamper-proof logs, reproducible exploit evidence, and APTS Auditability (AR) conformance.<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Key Takeaways Why APT Security Vendor Evaluation Matters Now? You&#8217;re most likely here because of some math and news about how to get that math and mess sorted.&nbsp; Your engineering team can&#8217;t manually pentest every release, your scanners flood Jira with noise, and your CISO needs audit-ready evidence by next quarter, and the autonomous pentesting &#8230; <a title=\"How to Evaluate Autonomous Penetration Testing Security Vendors in 2026\" class=\"read-more\" href=\"https:\/\/www.getastra.com\/blog\/penetration-testing\/autonomous-security-vendors\/\" aria-label=\"Read more about How to Evaluate Autonomous Penetration Testing Security Vendors in 2026\">Read more<\/a><\/p>\n","protected":false},"author":24,"featured_media":46974,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[722],"tags":[],"class_list":["post-46961","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-penetration-testing"],"_links":{"self":[{"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/posts\/46961","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/users\/24"}],"replies":[{"embeddable":true,"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/comments?post=46961"}],"version-history":[{"count":3,"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/posts\/46961\/revisions"}],"predecessor-version":[{"id":47005,"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/posts\/46961\/revisions\/47005"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/media\/46974"}],"wp:attachment":[{"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/media?parent=46961"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/categories?post=46961"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.getastra.com\/blog\/wp-json\/wp\/v2\/tags?post=46961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}