{
 "date": "2026-10-27",
 "category": "SOC 2 compliance software",
 "method": "Each question asked once on 27 Oct 2026: ChatGPT search (DataForSEO /ai/chatgpt-search, United States, English, web search on), Perplexity (sonar, United States) and Google United States (DataForSEO /serp/google-organic, first page, AI Overview loaded). Google results for questions 4 and 5 failed to load (HTTP 502) and are left out of every Google figure. Question 1 was also asked on ChatGPT search in German from Germany, French from France and Spanish from Spain (the local block), so there are 9 ChatGPT runs in all; the utm block counts all 9.",
 "questions": [
  {
   "q": "What is the best SOC 2 compliance software for a startup?",
   "chatgpt": {
    "model": "gpt-6",
    "named": [
     "Vanta",
     "Drata",
     "Secureframe",
     "Sprinto",
     "Thoropass"
    ],
    "fanOut": [
     "best SOC 2 compliance software startups Vanta Drata Secureframe Sprinto comparisons 2026",
     "Vanta SOC 2 startup features integrations official pricing",
     "Drata SOC 2 startup features integrations official pricing",
     "Secureframe SOC 2 startup features integrations official pricing"
    ],
    "cited": [
     "https://www.vanta.com/products/soc-2",
     "https://www.techplained.com/best-soc2-compliance-tools",
     "https://drata.com/learn/compare/best-soc-2-compliance-software",
     "https://drata.com/",
     "https://soc2vendorcompare.com/",
     "https://www.softwarecompare.net/comparison/best-compliance-automation-software",
     "https://www.thesectorpost.com/compliance/soc2/soc-2-compliance-software-for-startups",
     "https://dupple.com/learn/best-compliance-management-software",
     "https://secureframe.com/",
     "https://sprinto.com/",
     "https://thoropass.com/"
    ],
    "read": 14
   },
   "perplexity": {
    "model": "sonar",
    "named": [
     "Sprinto",
     "Scytale",
     "Vanta",
     "Drata",
     "Secureframe",
     "Klaay"
    ],
    "cited": [
     "https://gartsolutions.com/best-soc-2-compliance-software/",
     "https://www.outrightsystems.org/blog/soc-2-compliance-software/",
     "https://securityboulevard.com/2026/08/best-11-soc-2-compliance-software-for-fast-growing-companies-in-2026-2/",
     "https://www.sitepoint.com/best-soc-2-software/",
     "https://www.troopmessenger.com/blogs/compliance-automation-softwares",
     "https://securityboulevard.com/2026/08/best-11-soc-2-compliance-software-for-fast-growing-companies-in-2026-3/",
     "https://securityboulevard.com/2026/08/best-11-soc-2-compliance-software-for-fast-growing-companies-in-2026/",
     "https://www.surecloud.com/blog-hub/soc-2-compliance-software-tools-compared",
     "https://www.process.st/soc-2-compliance-automation-tools/",
     "https://www.g2.com/categories/security-compliance/f/soc-2?facet=soc-2&filters[Security+Compliance+Software][]=618&order=g2_score&page=9"
    ]
   },
   "google": {
    "top10": [
     {
      "url": "https://optro.ai/blog/best-soc-2-compliance-software",
      "domain": "optro.ai",
      "title": "Best SOC 2 compliance software for long-term readiness"
     },
     {
      "url": "https://www.g2.com/categories/security-compliance/f/soc-2",
      "domain": "g2.com",
      "title": "Best Security Compliance Software with SOC 2 Capabilities"
     },
     {
      "url": "https://duplocloud.com/blog/soc-2-compliance-software/",
      "domain": "duplocloud.com",
      "title": "16 of the Best SOC 2 Compliance Tools & Platforms ..."
     },
     {
      "url": "https://www.complyjet.com/blog/best-soc-2-compliance-software",
      "domain": "complyjet.com",
      "title": "Best SOC 2 Compliance Software in 2026: 10 Tools Tested ..."
     },
     {
      "url": "https://ciphrix.com/blog/soc-2/soc-2-compliance-software",
      "domain": "ciphrix.com",
      "title": "Best SOC 2 compliance software for startups and enterprises"
     },
     {
      "url": "https://compliancy-group.com/best-soc-2-compliance-software-vendors/",
      "domain": "compliancy-group.com",
      "title": "Best SOC 2 Compliance Software Vendors"
     },
     {
      "url": "https://www.acquisition-international.com/7-best-soc-2-compliance-software-in-2024/",
      "domain": "acquisition-international.com",
      "title": "7 Best SOC 2 Compliance Software in 2024"
     },
     {
      "url": "https://atlantsecurity.com/learn/soc-2-compliance-companies-how-to-choose",
      "domain": "atlantsecurity.com",
      "title": "SOC 2 Compliance Companies: How to Choose (2026 ..."
     }
    ],
    "features": [
     "ai_overview",
     "organic",
     "discussions_and_forums",
     "related_searches"
    ],
    "aiOverview": {
     "named": [
      "Sprinto",
      "Vanta",
      "Secureframe",
      "Scytale",
      "Thoropass",
      "Drata"
     ],
     "cited": [
      "https://www.acquisition-international.com/7-best-soc-2-compliance-software-in-2024/",
      "https://www.complyjet.com/blog/top-soc-2-compliance-platforms-for-ai-companies",
      "https://www.uprootsecurity.com/blog/top-soc-2-compliance-vendors",
      "https://ciphrix.com/blog/soc-2/best-soc-2-compliance-software",
      "https://vizajobs.com/top-12-best-soc-2-firms-for-early-stage-startups/",
      "https://trusteraai.com/best-soc-2-compliance-tools-for-ai-startups/",
      "https://www.g2.com/categories/security-compliance/f/soc-2",
      "https://vizajobs.com/top-12-best-soc-2-compliance-platforms-for-startups/",
      "https://www.cloudeagle.ai/blogs/soc-2-type-2-compliance-platforms",
      "https://soc2auditors.io/resources/best-soc2-compliance-platforms"
     ]
    }
   }
  },
  {
   "q": "Vanta vs Drata: which is better for a startup?",
   "chatgpt": {
    "model": "gpt-6",
    "named": [
     "Vanta",
     "Drata"
    ],
    "fanOut": [
     "Vanta vs Drata startup comparison 2026 pricing features SOC 2",
     "site:vanta.com pricing startup SOC 2 compliance automation",
     "site:drata.com pricing startup SOC 2 compliance automation"
    ],
    "cited": [
     "https://soc2auditors.org/insights/vanta-vs-drata/",
     "https://automatewisely.com/vanta-vs-drata/",
     "https://www.vanta.com/pricing",
     "https://noru.tech/alternatives/vanta-vs-drata",
     "https://drata.com/",
     "https://soc2auditors.io/resources/drata-vs-vanta",
     "https://inventivehq.com/compliance/drata-vs-vanta",
     "https://getagency.com/compare/vanta-vs-drata",
     "https://smallbizhandbook.com/security-compliance/vanta-vs-drata",
     "https://drata.com/plans"
    ],
    "read": 26
   },
   "perplexity": {
    "model": "sonar",
    "named": [
     "Vanta",
     "Drata"
    ],
    "cited": [
     "https://www.vanta.com/compare/drata",
     "https://www.vanta.com/resources/vanta-vs-drata-for-enterprises",
     "https://www.vanta.com/resources/vanta-vs-drata-vs-auditboard",
     "https://www.selecthub.com/security-compliance-software/vanta-vs-drata/",
     "https://screenata.com/compare/vanta/vs/drata",
     "https://www.vanta.com/resources/vanta-vs-drata-vs-delve",
     "https://www.stackscout.net/articles/cc_20260609_171615.html",
     "https://www.thesectorpost.com/compliance/soc2/vanta-vs-drata",
     "https://sprinto.com/blog/vanta-vs-drata-vs-metricstream/",
     "https://gartsolutions.com/vanta-vs-drata/"
    ]
   },
   "google": {
    "top10": [
     {
      "url": "https://www.vanta.com/resources/drata-alternatives",
      "domain": "vanta.com",
      "title": "Top 5 Drata Alternatives"
     },
     {
      "url": "https://www.strac.io/blog/vanta-vs-drata",
      "domain": "strac.io",
      "title": "Vanta vs Drata (2026): Full Comparison + a Third Option"
     },
     {
      "url": "https://lorikeetsecurity.com/blog/drata-vs-vanta-vs-secureframe",
      "domain": "lorikeetsecurity.com",
      "title": "Drata vs. Vanta vs. Secureframe: An Honest Comparison ..."
     },
     {
      "url": "https://www.reddit.com/r/SaaS/comments/1mtv7iz/vanta_vs_drata_vciso_review/",
      "domain": "reddit.com",
      "title": "Vanta vs Drata - vCISO Review : r/SaaS"
     },
     {
      "url": "https://adoptech.co.uk/adoptech-vs-vanta-vs-drata-the-complete-compliance-platform-comparison/",
      "domain": "adoptech.co.uk",
      "title": "Compare Top Compliance Software | Vanta vs Drata ..."
     },
     {
      "url": "https://transientlabs.ai/blog/vanta-vs-drata-vs-100xai",
      "domain": "transientlabs.ai",
      "title": "Vanta vs Drata vs Transient Labs: Which SOC2 Path Is Right ..."
     },
     {
      "url": "https://drata.com/learn/compare/vanta-vs-onetrust-vs-drata",
      "domain": "drata.com",
      "title": "Vanta vs. OneTrust vs. Drata: Which Tool to Choose"
     },
     {
      "url": "https://screenata.com/resources/answers/drata-vs-vanta-vs-screenata-which-is-best-for-a-small-startup",
      "domain": "screenata.com",
      "title": "Drata vs Vanta vs Screenata: which is best for a small ..."
     }
    ],
    "features": [
     "ai_overview",
     "organic",
     "video",
     "related_searches"
    ],
    "aiOverview": {
     "named": [
      "Vanta",
      "Drata",
      "Secureframe",
      "OneTrust"
     ],
     "cited": [
      "https://truvocyber.com/blog/soc-2-audit-guide-drata-vanta",
      "https://www.youtube.com/watch?v=jDJY2H4Fn5c&t=14",
      "https://screenata.com/resources/answers/drata-vs-vanta-vs-screenata-which-is-best-for-a-small-startup",
      "https://lorikeetsecurity.com/blog/drata-vs-vanta-vs-secureframe",
      "https://transientlabs.ai/blog/vanta-vs-drata-vs-100xai",
      "https://www.vanta.com/resources/drata-alternatives",
      "https://drata.com/learn/compare/vanta-vs-optro-vs-drata",
      "https://kanopylabs.com/blog/vanta-vs-drata-vs-secureframe-compliance",
      "https://drata.com/learn/compare/vanta-vs-onetrust-vs-drata",
      "https://www.youtube.com/shorts/au-2y45EHRg",
      "https://www.strac.io/blog/vanta-vs-drata"
     ]
    }
   }
  },
  {
   "q": "What are the best Vanta alternatives?",
   "chatgpt": {
    "model": "gpt-6",
    "named": [
     "Vanta",
     "Drata",
     "Secureframe",
     "Sprinto",
     "Scrut",
     "Thoropass",
     "Hyperproof"
    ],
    "fanOut": [
     "best Vanta alternatives security compliance automation Drata Secureframe Sprinto Thoropass 2026"
    ],
    "cited": [
     "https://www.uprootsecurity.com/blog/vanta-alternatives",
     "https://www.thesectorpost.com/compliance/soc2/vanta-alternatives",
     "https://dupple.com/learn/best-compliance-management-software",
     "https://drata.com/",
     "https://secureframe.com/",
     "https://sprinto.com/",
     "https://scrut.io/",
     "https://thoropass.com/",
     "https://www.compli.ai/blog/vanta-alternatives",
     "https://www.riskwatch.com/vanta-alternatives/",
     "https://auditpicker.com/",
     "https://www.softwarecompare.net/comparison/best-compliance-automation-software",
     "https://safeguard.sh/resources/blog/best-soc-2-compliance-automation-tools-vendor-docs-2026",
     "https://inventivehq.com/blog/compliance-automation-tools-comparison"
    ],
    "read": 24
   },
   "perplexity": {
    "model": "sonar",
    "named": [
     "Vanta",
     "Drata",
     "Secureframe",
     "Sprinto",
     "Scrut",
     "Thoropass",
     "Hyperproof",
     "OneTrust",
     "AuditBoard"
    ],
    "cited": [
     "https://www.iru.com/compliance/compare/vanta-alternatives",
     "https://www.orbiqhq.com/comparisons/vanta-alternatives",
     "https://www.g2.com/products/vanta/competitors/alternatives",
     "https://sprinto.com/blog/vanta-alternatives/",
     "https://www.riskwatch.com/vanta-alternatives/",
     "https://www.strac.io/blog/vanta-alternatives",
     "https://www.smartsuite.com/blog/vanta-alternatives",
     "https://www.techmagic.co/blog/vanta-alternatives",
     "https://www.probo.com/hub/vanta-alternatives-2026",
     "https://www.flowforma.com/blog/vanta-competitors"
    ]
   },
   "google": {
    "top10": [
     {
      "url": "https://www.reddit.com/r/cybersecurity/comments/1sej7w3/i_built_an_opensource_alternative_to/",
      "domain": "reddit.com",
      "title": "I built an open-source alternative to Vanta/Drata ..."
     },
     {
      "url": "https://www.centraleyes.com/vanta-alternatives/",
      "domain": "centraleyes.com",
      "title": "Top 7 Vanta Alternatives to Consider in 2025"
     },
     {
      "url": "https://www.smartsuite.com/blog/vanta-alternatives",
      "domain": "smartsuite.com",
      "title": "10 Best Vanta Alternatives & Competitors In 2026"
     },
     {
      "url": "https://snapgrc.com/knowledge-base/article/vanta-alternative-for-small-business-what-to-use-i/",
      "domain": "snapgrc.com",
      "title": "Vanta Alternative for Small Business: What to Use Instead"
     },
     {
      "url": "https://fabric.so/comparison/best-vanta-alternative",
      "domain": "fabric.so",
      "title": "Best Vanta alternative (2026)"
     },
     {
      "url": "https://www.techmagic.co/blog/vanta-alternatives",
      "domain": "techmagic.co",
      "title": "Top 5 Vanta Competitors and Alternatives"
     },
     {
      "url": "https://www.techjockey.com/us/alternatives/vanta?srsltid=AYCX9vIxanenHkkHsI9wkn0LziLguVnbTqk38LkLq70lxP-Odqk8E9wW",
      "domain": "techjockey.com",
      "title": "18 Best Vanta Alternatives & Competitors in 2026"
     },
     {
      "url": "https://securityboulevard.com/2024/04/5-best-vanta-alternatives-to-consider-in-2024/",
      "domain": "securityboulevard.com",
      "title": "5 Best Vanta Alternatives To Consider in 2025"
     }
    ],
    "features": [
     "ai_overview",
     "organic",
     "people_also_ask",
     "discussions_and_forums"
    ],
    "aiOverview": {
     "named": [
      "Vanta",
      "Drata",
      "Secureframe",
      "Sprinto",
      "Thoropass",
      "Hyperproof",
      "Scrut"
     ],
     "cited": [
      "https://www.orbiqhq.com/comparisons/vanta-alternatives",
      "https://www.g2.com/products/vanta/competitors/alternatives",
      "https://www.iru.com/compliance/compare/vanta-alternatives",
      "https://www.vanta.com/vanta-vs-competitors-v1",
      "https://www.konfirmity.com/blog/vanta-alternatives",
      "https://fraxtional.co/feeds/blog/vanta-alternative",
      "https://www.strac.io/blog/vanta-alternatives",
      "https://www.p3logiq.com/blog/vanta-alternatives"
     ]
    }
   }
  },
  {
   "q": "How much does SOC 2 compliance automation software cost?",
   "chatgpt": {
    "model": "gpt-6",
    "named": [
     "Secureframe",
     "Vanta",
     "Drata",
     "Sprinto",
     "Hyperproof"
    ],
    "fanOut": [
     "SOC 2 compliance automation software pricing 2026 Vanta Drata Secureframe pricing"
    ],
    "cited": [
     "https://soc2auditors.org/insights/soc-2-software-pricing-comparison/",
     "https://accusights.com/guides/soc-2/grc-platform-cost",
     "https://cybersoftware.com/vs/vanta-pricing",
     "https://secureframe.com/",
     "https://www.vanta.com/",
     "https://drata.com/plans",
     "https://sprinto.com/",
     "https://hyperproof.io/"
    ],
    "read": 11
   },
   "perplexity": {
    "model": "sonar",
    "named": [],
    "cited": [
     "https://underdefense.com/blog/compliance-automation-pricing/",
     "https://www.scrut.io/hub/soc-2/cost-of-soc-2-audit",
     "https://www.scrut.io/hub/soc-2/what-is-soc-2-automation-software",
     "https://www.surecloud.com/blog-hub/soc-2-compliance-software-tools-compared",
     "https://www.outrightsystems.org/blog/soc-2-compliance-software/",
     "https://soc2auditors.org/insights/soc-2-software/",
     "https://www.strac.io/blog/soc-2-cost",
     "https://soc2auditors.org/insights/soc-2-software-pricing-comparison/",
     "https://www.complyjet.com/blog/best-soc-2-compliance-software",
     "https://soc2auditors.org/software/"
    ]
   }
  },
  {
   "q": "What is the fastest way for a startup to get SOC 2?",
   "chatgpt": {
    "model": "gpt-6",
    "named": [
     "Scrut",
     "Vanta",
     "Drata",
     "Secureframe"
    ],
    "fanOut": [
     "fastest way startup get SOC 2 Type I timeline compliance automation 2026",
     "AICPA SOC 2 Type I vs Type II observation period official"
    ],
    "cited": [
     "https://www.bdemerson.com/article/soc-2-for-startups",
     "https://platops.com/resources/blog/soc2-audit-timeline/",
     "https://www.scrut.io/hub/soc-2/soc-2-compliance-timeline",
     "https://content.naic.org/sites/default/files/inline-files/Att%20A_Combined.pdf",
     "https://www.thesectorpost.com/compliance/soc2/soc-2-compliance-software-for-startups",
     "https://safeguard.sh/resources/blog/best-soc-2-compliance-automation-tools-vendor-docs-2026",
     "https://promiseatx.com/guides/soc2-roadmap",
     "https://securitycomplianceguide.com/blog/soc-2-for-saas-startups/",
     "https://www.vanta.com/",
     "https://drata.com/",
     "https://secureframe.com/",
     "https://www.rippling.com/blog/soc-2-for-startups",
     "https://theauditrail.com/frameworks/soc-2/for-startups/"
    ],
    "read": 30
   },
   "perplexity": {
    "model": "sonar",
    "named": [],
    "cited": [
     "https://bastion.tech/learn/soc2/soc2-for-startups",
     "https://fabric.so/comparison/how-to-get-soc-2-certified-fast",
     "https://blog.ostorlab.co/fastest-way-audit-ready-pentest-report-soc-2-compliance.html",
     "https://www.vanta.com/collection/soc-2/soc-2-for-startups",
     "https://sprinto.com/blog/soc-2-guide-for-startups/",
     "https://www.workstreet.com/blog/when-to-get-soc-2",
     "https://grsee.com/resources/soc-2/soc-2-for-startups-an-essential-guide-to-compliance/",
     "https://www.workstreet.com/blog/soc-2-for-startups",
     "https://cloudsecurityalliance.org/blog/2024/05/30/the-path-to-soc-2-compliance-for-startups",
     "https://www.rippling.com/blog/soc-2-for-startups"
    ]
   }
  },
  {
   "q": "Which compliance tool is best for SOC 2 and ISO 27001 together?",
   "chatgpt": {
    "model": "gpt-6",
    "named": [
     "Vanta",
     "Drata",
     "Secureframe"
    ],
    "fanOut": [
     "best compliance automation platforms SOC 2 ISO 27001 Vanta Drata Secureframe comparison 2026",
     "Vanta SOC 2 ISO 27001 official platform",
     "Drata SOC 2 ISO 27001 official platform",
     "Secureframe SOC 2 ISO 27001 official platform"
    ],
    "cited": [
     "https://www.vanta.com/",
     "https://drata.com/",
     "https://secureframe.com/",
     "https://www.techplained.com/best-soc2-compliance-tools",
     "https://www.stackfyi.com/guides/vanta-vs-drata-vs-secureframe-2026",
     "https://platops.com/resources/vanta-vs-drata-vs-secureframe/"
    ],
    "read": 13
   },
   "perplexity": {
    "model": "sonar",
    "named": [
     "Vanta",
     "Drata",
     "Hyperproof",
     "Thoropass",
     "Sprinto",
     "Scytale"
    ],
    "cited": [
     "https://expertinsights.com/compliance/best-iso-27001-compliance-solutions",
     "https://www.surecloud.com/blog-hub/soc-2-compliance-software-tools-compared",
     "https://www.complyjet.com/blog/best-iso-27001-compliance-software",
     "https://expertinsights.com/compliance/best-soc-2-compliance-solutions",
     "https://www.outrightsystems.org/blog/soc-2-compliance-software/",
     "https://independentaustralia.net/about-ia/sponsored-display/10-best-iso-27001-software-for-australian-organisations-in-2026,21291",
     "https://scytale.ai/center/soc-2/best-soc-2-compliance-software/",
     "https://mspalliance.com/msp-compliance-platforms",
     "https://www.vanta.com/resources/best-grc-software",
     "https://www.surecloud.com/blog-hub/the-10-best-grc-platforms"
    ]
   },
   "google": {
    "top10": [
     {
      "url": "https://grcsolutions.io/iso-27001-vs-soc-2-certification-whats-the-difference/",
      "domain": "grcsolutions.io",
      "title": "ISO 27001 vs SOC 2 Certification: What's the Difference?"
     },
     {
      "url": "https://www.reddit.com/r/soc2/comments/1s97onb/soc_2_vs_iso_27001_what_enterprise_customers_are/",
      "domain": "reddit.com",
      "title": "SOC 2 vs ISO 27001: what enterprise customers are ..."
     },
     {
      "url": "https://optro.ai/blog/best-soc-2-compliance-software",
      "domain": "optro.ai",
      "title": "Best SOC 2 compliance software for long-term readiness"
     },
     {
      "url": "https://www.centraleyes.com/top-11-iso-27001-compliance-tools-to-get-certified-faster/",
      "domain": "centraleyes.com",
      "title": "Top 11 ISO 27001 Compliance Tools to Get Certified Faster"
     },
     {
      "url": "https://www.vanta.com/resources/best-iso-27001-compliance-software",
      "domain": "vanta.com",
      "title": "The 4 best ISO 27001 compliance software for 2026"
     },
     {
      "url": "https://edgelabs.ai/blog/continuous-compliance-monitoring-tools",
      "domain": "edgelabs.ai",
      "title": "12 Best Continuous Compliance Monitoring Tools for SOC ..."
     },
     {
      "url": "https://www.cakewalk.security/blog/soc2-access-management-tools",
      "domain": "cakewalk.security",
      "title": "Top 8 SOC 2 Compliance Tools for Access Management in 2026"
     },
     {
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