AEOChatGPT · Claude · Gemini · tracked every week

See your brand the way AI does.

Buyers now ask ChatGPT, Claude and Gemini which vendors to shortlist. MentionNorth asks them about your company every week — and shows whether they know you, recommend you, and which sites they trust instead. Then it tells you exactly what to fix. Built for B2B software, IT and security vendors.

Free, no signup6 AI models incl. ChatGPTLive web search on paid plans

Buyer question · 5 assistantsReal answers

Prompt

“What cloud security platforms offer affordable pricing plans for small to medium-sized security teams with limited budgets?”

ChatGPT web

Prowler Cloud, Aikido Security, Microsoft Defender for Cloud, Google Security Command Center Standard…

Not listed

Claude web

Aikido Security, Microsoft Defender for Cloud, Cloudanix, Orca Security…

Not listed

Gemini

Wazuh, Aikido Security, CrowdStrike Falcon Go, Northwind Security…

DeepSeek

Microsoft Defender for Cloud, AWS Security Hub, Google Cloud Security Command Center, Trend Micro Cloud One…

Not listed

GLM

Wiz, Orca Security, Lacework, Check Point CloudGuard…

Not listed

Northwind Security named

1 / 5

Paid scans ask ChatGPT and Claude with live web search, plus Gemini and three open models

ChatGPT GPT-6.1 Sol · webClaude Sonnet 5.5 · webGemini 4 ArgonDeepSeek V4 ProGLM 5.3Kimi K2.6

The shift

The shortlist is being written before buyers reach your website.

When a VP asks an assistant “what’s the best tool for…”, they get one synthesized answer naming a handful of vendors. No ranking page, no ad slot, no second chance.

Answers replace result pages

Instead of ten links, buyers get three to eight vendors in a paragraph. If you are not in it, you are not considered.

Models repeat what they learned

Outdated positioning, a competitor’s framing or an old pricing page can stick in a model’s answers for months.

Your analytics can’t see it

There is no referrer for “an AI didn’t mention you”. The only way to know is to ask the assistants directly — systematically.

What we measure

Three scores. One clear picture.

Each report combines what assistants say about you with what they can read on your site, rolled into a single AEO score from 0 to 100.

Recognition

Do assistants know your company — and describe it the way your website does?

Brand recall across six assistants
Automatic fact-check against your site
Flags outdated or wrong claims

Weight35%

Recommendation

When buyers ask for options in your category, are you on the list — and where?

25–150 buyer questions from your category
Your position in every answer
Who gets recommended — and which sites AI cites

Weight35%

Readiness

Can AI crawlers actually access, render and understand your website?

AI crawler access in robots.txt
llms.txt and schema.org markup
Server-rendered, crawlable content

Weight30%

How it works

From blind spot to weekly signal.

Fully automated. No calls, no onboarding project, nothing to install.

01
Add your website
Run a free audit or subscribe. We read your site to learn your category, audience and claims.
02
We ask the assistants
ChatGPT, Claude, Gemini and three open models are asked who you are and the questions your buyers ask — the way a prospect would.
03
Get a scored report
Three scores, every answer verbatim, and a prioritized fix list with copy-paste snippets.
04
Track it weekly
Fresh scans every week build your trend line. Rescan on demand after you ship a fix.

Sample report

Every answer. Every score. Every fix.

Reports show exactly what each assistant said, the sites it cited, where you rank against the vendors it recommends, and the specific changes most likely to move your score — with copy-paste snippets.

Open the sample report

52AEO score

DevelopingReal scan · anonymizedWeekly scan

Northwind Security · northwind-security.example

AI assistants partly know you, but you are missing from many buyer answers. The fixes below close the gap.

Oct 22, 2026, 16:31 UTC Cloud Security Platform 6 assistants · 8 questions

AEO score

52/100

Answer share

2 of 48 answers

Known by AI

5/6

1 can’t describe you

Your site cited

0 of 16 web answers

AI readiness

80/100

Summary

Northwind Security is recommended in 2 of 48 buyer answers (4%), 1 of them in the top three.
Wiz is the brand AI recommends most — 20× more often than you.
ChatGPT, Claude, Gemini, DeepSeek and GLM know who you are; Kimi does not.
Your site was not cited in any of the 16 web-search answers; aikido.dev and learn.microsoft.com were cited most.

What to fix first

Prioritized actions, most impactful first. Technical fixes include copy-paste snippets.

7 actions

high priorityContent
Create Tenable comparison page
Develop a dedicated page comparing Northwind Security's unified exposure management with Tenable's offerings, highlighting the benefits of Northwind Security's always-on approach and one-day implementation. This will increase visibility and likelihood of recommendation by AI assistants when users ask about Tenable alternatives.
high priorityContent
Get listed on expertinsights.com
Reach out to expertinsights.com to get Northwind Security listed as a top cloud security platform for lean security teams, providing original data and insights to support the listing. This will increase citations and improve AI assistants' awareness of Northwind Security as a viable option.

medium priorityTechnical

Add Organization structured data

JSON-LD tells machines exactly what your company is, removing guesswork. Add this to your homepage <head> and fill in the logo and profile links.

Homepage <head>

<script type="application/ld+json">
{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Northwind Security",
  "url": "https://northwind-security.example",
  "description": "Unified exposure management for security teams",
  "logo": "https://northwind-security.example/logo.png",
  "sameAs": [
    "https://www.linkedin.com/company/your-company"
  ]
}
</script>

medium priorityTechnical
Write a precise meta description
State what you are, for whom, and your main differentiator in 140–160 characters.
Homepage <head>
```
<meta name="description" content="Unified exposure management for security teams">
```
medium priorityContent
Publish finance industry use cases
Design a use-case page showcasing how Northwind Security's cloud security platform supports small to medium-sized businesses in the finance industry, emphasizing compliance automation and vulnerability management. This targeted content will improve Northwind Security's recognition by AI assistants when answering industry-specific questions.
medium priorityContent
Develop original research on exposure management
Conduct and publish original research on the importance of unified exposure management for small security teams, highlighting the benefits of Northwind Security's approach and providing actionable insights. This will establish Northwind Security as a thought leader and increase the likelihood of AI assistants citing the company in their answers.
low priorityTechnical
Mark up an FAQ with FAQPage schema
Answer engines lift Q&A content directly. Publish an FAQ that answers the buyer questions in this report and mark it up with FAQPage JSON-LD.

Share of voice

Brands named in the 48 buyer answers, as a share of all answers. You are highlighted.

Wiz 83%

Microsoft 73%

Orca Security 73%

Tenable Tracked 54%

Rapid7 Tracked 52%

Qualys Tracked 44%

Aikido Security 15%

Northwind Security You 4%

Wazuh 2%

View as table

Name	Answer share
Wiz	83%
Microsoft	73%
Orca Security	73%
Tenable	54%
Rapid7	52%
Qualys	44%
Aikido Security	15%
Northwind Security	4%
Wazuh	2%

Assistant scorecard

Does each assistant know you, and how often does it recommend you?

Assistant	Knows you	Recommends you	In top 3	Cites your site
ChatGPTGPT-6.1 Sol web	Yes · 80%	0%0 of 8	0	0/8
ClaudeSonnet 5.5 web	Yes · 90%	13%1 of 8	1	0/8
Gemini4 Argon	Yes · 85%	13%1 of 8	0	—
DeepSeekV4 Pro	Yes · 80%	0%0 of 8	0	—
GLM5.3	Yes · 85%	0%0 of 8	0	—
KimiK2.6	No	0%0 of 8	0	—

By buyer intent

Your answer share for each kind of question buyers ask.

Best-of lists 0%

Alternatives & comparisons 8%

Buying criteria 0%

Pricing & budget 17%

View as table

Name	Answer share
Best-of lists	0%
Alternatives & comparisons	8%
Buying criteria	0%
Pricing & budget	17%

Question by question

Every buyer question asked to every assistant. Cells show your position in the answer — open a question to read the answers.

Recommended in 2/48

#1First#2Top 3#5LowerNot mentioned—No answerwebLive web search

Buyer question (8)	Claudeweb	Gemini
Best-of lists0% answer share · 3 questions
What are the top cloud security platforms for lean security teams to manage vulnerabilities and exposures?
ChatGPT · GPT-6.1 Sol web1. Wiz — Strong overall choice for multicloud teams: agentless scanning and attack-path context prioritize consequential exposures over isolNot mentioned 1. Wiz — Strong overall choice for multicloud teams: agentless scanning and attack-path context prioritize consequential exposures over isolated vulnerability alerts. wiz.io 2. Orca Security — Strong low-maintenance option: agentless SideScanning combines vulnerability discovery with contextual prioritization and guidance on fixes that break attack paths. orca.security 3. Aikido Security — Particularly suited to lean, developer-led teams: combines cloud and application security, agentless setup, risk-based prioritization, and developer-friendly remediation workflows. aikido.dev 4. Sysdig Secure — Strong for Kubernetes and container-heavy environments: prioritizes vulnerable packages actually used at runtime and provides actionable remediation guidance. sysdig.com 5. Upwind — Strong for runtime-driven prioritization: combines agentless discovery with sensors to connect vulnerabilities, live application behavior, and exposure context; requires sensor deployment for runtime benefits. docs.upwind.io 6. Microsoft De… Sources: wiz.io, orca.security, aikido.dev, sysdig.com, docs.upwind.io, learn.microsoft.com Claude · Sonnet 5.5 web1. Wiz (Google): Scans the estate agentlessly in minutes, and its security graph turns posture, identity, vulnerability and exposure data inNot mentioned 1. Wiz (Google): Scans the estate agentlessly in minutes, and its security graph turns posture, identity, vulnerability and exposure data into attack paths. That makes prioritization easy for a small team. Pricing starts around $24,000/year for 100 workloads. 2. Orca Security: Gives comprehensive coverage with no agents and no runtime performance impact. It's the main Wiz alternative in bake-offs. 3. Microsoft Defender for Cloud: Built into Azure, with a free posture tier and paid plans for runtime, DevOps security and attack paths. It covers Azure, AWS and Google Cloud, so it suits Microsoft-centric teams. 4. Tenable Cloud Security: Fits teams that already run Tenable for vulnerability management and want cloud and entitlement risk in the same exposure view. 5. CrowdStrike Falcon Cloud Security: Best for runtime protection and SOC-led teams. It makes sense if you already use Falcon for endpoints. 6. Palo Alto Cortex Cloud / Prisma Cloud: Suits organizations standardizing on one code-to-cloud platform. It's broad, but it may be more than a very lean team needs. 7. Sysdig Secure: Best for Kubernetes-heavy teams that want runtime detection and "in-use" vulnerability prioritization. It cuts noise by focusing on what's actually running. 8. SentinelOne Singularity Cloud Security: Best for AI-driven detection and EDR-aligned teams. For a lean team, st… Sources: cloudaware.com, guideflow.com, cybersecuritynews.com, sentinelone.com, tamnoon.io, guptadeepak.com Gemini · 4 Argon 1. Wiz — Offers fast, agentless deployment and a visual security graph that automatically prioritizes critical attack paths to eliminate aleNot mentioned 1. Wiz — Offers fast, agentless deployment and a visual security graph that automatically prioritizes critical attack paths to eliminate alert fatigue for small teams. 2. Orca Security — Uses patented SideScanning technology for immediate, agentless visibility into vulnerabilities and misconfigurations without requiring ongoing agent maintenance. 3. Lacework — Leverages automated anomaly detection and behavioral analytics to surface only high-fidelity threats, significantly reducing manual triage time. 4. Prisma Cloud (Palo Alto Networks) — Consolidates vulnerability management, compliance, and runtime protection into a single platform to reduce tool sprawl. 5. CrowdStrike Falcon Cloud Security — Unifies cloud posture management with industry-leading endpoint protection, making it ideal for lean teams already using Falcon EDR. 6. Tenable Cloud Security — Excels at exposure management with intuitive visual tools and strong identity-first security features that simplify complex cloud permissions. 7. Sysdig Secure — Focuses on runtime insights to filter out vulnerabilities in unused packages, reducing remediation noise by up to 95% for resource-constrained teams. DeepSeek · V4 Pro 1. Wiz — Agentless, graph-based CNAPP that correlates vulnerabilities, misconfigurations, and exposures across cloud workloads with minimal Not mentioned 1. Wiz — Agentless, graph-based CNAPP that correlates vulnerabilities, misconfigurations, and exposures across cloud workloads with minimal setup. 2. Orca Security — Side-scanning agentless platform that unifies vulnerability management, compliance, and cloud risk for lean teams without agents. 3. Palo Alto Prisma Cloud — Comprehensive CNAPP with strong vulnerability and exposure management, plus code-to-cloud visibility and automated remediation. 4. CrowdStrike Falcon Cloud Security — Agentless and agent-based cloud security that combines vulnerability management, runtime protection, and exposure hunting in one console. 5. Lacework — Polygraph-based anomaly detection and vulnerability management that reduces alert noise for small security teams. 6. Sysdig — Runtime-first CNAPP that prioritizes exploitable vulnerabilities and exposures using real-time workload context. 7. Tenable Cloud Security — Exposure-focused platform that maps cloud vulnerabilities, identities, and misconfigurations into a single prioritized risk view. 8. Aqua Security — Cloud-native security with strong vulnerability scanning, runtime protection, and Kubernetes posture management suited for lean DevOps-centric teams. GLM · 5.3 Top Cloud Security Platforms for Lean Security Teams 1. Wiz — Agentless CNAPP with excellent vulnerability and exposure correlation; fast toNot mentioned Top Cloud Security Platforms for Lean Security Teams 1. Wiz — Agentless CNAPP with excellent vulnerability and exposure correlation; fast to deploy and easy to run without a large team. 2. Orca Security — Agentless side-scanning platform covering misconfigurations, vulnerabilities, and secrets with minimal setup effort. 3. Prisma Cloud (Palo Alto Networks) — Comprehensive CNAPP covering code-to-cloud with strong automation and mature policy engine. 4. Lacework — Behavior-driven anomaly detection reduces alert noise, ideal for teams that can't triage endless findings. 5. CrowdStrike Cloud Security (Falcon Cloud Guard) — Combines agentless CSPM with runtime protection; good if you already use CrowdStrike endpoints. 6. Microsoft Defender for Cloud — Best value for Azure-centric teams; tight native integration with Azure and multicloud support. 7. Check Point CloudGuard — Strong CSPM/CWPP with solid policy enforcement and good coverage across AWS, Azure, and GCP. 8. Sysdig — Runtime-based insights (Falc rules) that prioritize the vulnerabilities that actually matter, cutting noise dramatically. Quick guidance: Wiz and Orca are the go-to for lean teams wanting fast, agentless coverage; Sysdig or Lacework if alert fatigue is your biggest pain point; Defender for Cloud if you're Azure-heavy and budget-conscious. Kimi · K2.6 1. Wiz — Agentless, unified CNAPP that prioritizes risks across cloud workloads with minimal setup and staffing overhead. 2. Orca Security —Not mentioned 1. Wiz — Agentless, unified CNAPP that prioritizes risks across cloud workloads with minimal setup and staffing overhead. 2. Orca Security — 100% agentless coverage with patented SideScanning, delivering full-stack visibility without performance impact or complex deployment. 3. Palo Alto Prisma Cloud — Comprehensive CNAPP with strong CSPM, CWPP, and code security integration, suitable for teams wanting a single vendor. 4. Microsoft Defender for Cloud — Native Azure integration, strong multi-cloud support, and tight Microsoft ecosystem alignment at competitive pricing. 5. Tenable Cloud Security — Leverages Tenable's vulnerability expertise with unified exposure management across cloud and on-prem environments. 6. Lacework — Polygraph-driven behavioral analytics reduces alert fatigue by focusing on anomalies rather than signature-based rules. 7. Sysdig Secure — Runtime security leader with Falco-based threat detection and strong container/Kubernetes-native capabilities. 8. Rapid7 InsightCloudSec** — Streamlined remediation workflows and accessible pricing, with good automation for resource-constrained teams.
What are the top cloud security platforms for small to medium-sized businesses in the finance industry?
ChatGPT · GPT-6.1 Sol web1. Microsoft Defender for Cloud — Strong fit for Azure-centric firms, combining cloud security posture management, workload protection, and Not mentioned 1. Microsoft Defender for Cloud — Strong fit for Azure-centric firms, combining cloud security posture management, workload protection, and multicloud compliance monitoring. learn.microsoft.com 2. AWS Security Hub + Security Hub CSPM — Best suited to AWS-based businesses; centralizes security findings and automates checks against PCI DSS, CIS, and NIST frameworks. docs.aws.amazon.com 3. Sophos Central + Sophos MDR — Practical for lean IT teams needing centralized protection and optional 24/7 managed detection and response covering cloud instances, servers, and email. sophos.com 4. Wiz — Strong choice for cloud-native, growing midsize finance firms; agentless assessments prioritize attack paths, identify sensitive payment data, and simplify PCI DSS reporting. wiz.io 5. Check Point CloudGuard — Worth considering for complex hybrid-cloud environments needing unified network and workload protection, automated remediation, and financial-services compliance support. ([checkpoint.com](https://www.ch… Sources: learn.microsoft.com, docs.aws.amazon.com, sophos.com, wiz.io, checkpoint.com, cf-assets.www.cloudflare.com Claude · Sonnet 5.5 web1. Microsoft Defender for Cloud: It covers Azure, AWS and Google Cloud. It also integrates with other Microsoft security products and includNot mentioned 1. Microsoft Defender for Cloud: It covers Azure, AWS and Google Cloud. It also integrates with other Microsoft security products and includes vulnerability management, compliance monitoring and threat detection. It's a natural fit if you already use Microsoft 365 or Azure. One source lists it as suited to financial sectors. 2. Wiz: It uses agentless discovery, risk prioritization and attack-path analysis. You get a broad view of your cloud without a lengthy agent rollout. It works well if you run several clouds. 3. CrowdStrike Falcon Cloud Security: It lists PCI-DSS, SOC 2, NIST and ISO 27001 among its compliance frameworks. It's a good choice if you want cloud security and endpoint protection from one vendor. 4. SentinelOne Singularity Cloud Security: It supports PCI-DSS, ISO 27001 and CIS benchmarks. It has a compliance dashboard and defends against ransomware and malware. 5. Vanta: It's described as a compliance automation tool for startups and SMBs. It offers continuous monitoring, multi-cloud support and automated evidence collection. It helps with SOC 2 and similar audits that finance clients often ask for. It complements a security tool and doesn't replace one. 6. Check Point CloudGuard: Volkswagen Financial Services and Sallie Mae use it for CNAPP controls and risk reporting. It has proven use in financial services. 7. Sophos Cloud Security P… Sources: expertinsights.com, sentinelone.com, cloudaware.com, technologymatch.com, invisionaz.com, paklogics.com Gemini · 4 Argon 1. Orca Security — Provides agentless, rapid-deployment cloud security with built-in compliance frameworks tailored for financial regulationNot mentioned 1. Orca Security — Provides agentless, rapid-deployment cloud security with built-in compliance frameworks tailored for financial regulations like PCI-DSS, SOX, and SOC 2. 2. Wiz — Offers comprehensive, agentless visibility across multi-cloud environments to quickly identify toxic combinations of risk and automate financial compliance reporting for lean IT teams. 3. Microsoft Defender for Cloud — Integrates natively with Azure and Microsoft 365 (widely used by financial SMBs) to deliver cost-effective posture management, workload protection, and regulatory compliance tracking. 4. CrowdStrike Falcon Cloud Security — Combines industry-leading threat intelligence with agentless posture management and managed detection services (MDR), ideal for smaller finance teams needing 24/7 protection against ransomware. 5. Lacework — Utilizes automated, AI-driven anomaly detection to monitor cloud configurations and workloads, helping resource-constrained SMBs achieve continuous compliance and threat defense without heavy manual tuning. 6. Sophos Cloud Optix — Designed specifically for the SMB market, it provides an easy-to-manage interface for multi-cloud visibility, automated PCI-DSS and SOC 2 compliance templates, and cloud spend monitoring. 7. Tenable Cloud Security — Excels in identity-first security (CIEM) and vulnerability management, making it easy for sma… DeepSeek · V4 Pro 1. Wiz — agentless cloud security posture and vulnerability management with fast deployment and built-in PCI DSS/SOC 2 compliance mapping. 2Not mentioned 1. Wiz — agentless cloud security posture and vulnerability management with fast deployment and built-in PCI DSS/SOC 2 compliance mapping. 2. Orca Security — SideScanning gives full cloud visibility without agents, reducing cost and operational overhead for lean finance teams. 3. Microsoft Defender for Cloud — native multi-cloud security and compliance assessments, especially cost-effective if already using Microsoft 365 or Azure. 4. CrowdStrike Falcon Cloud Security — unified endpoint and cloud workload protection with strong threat detection and regulatory reporting for finance. 5. Lacework — automated compliance auditing and anomaly detection tailored for financial data environments with minimal tuning effort. 6. Trend Micro Cloud One — modular, budget-friendly security services covering workload, container, and file storage security for SMBs. 7. Prisma Cloud by Palo Alto Networks — comprehensive code-to-cloud security with granular compliance controls, though heavier for smaller teams. 8. Sysdig — container and Kubernetes security with runtime threat detection and compliance for fintech microservices. GLM · 5.3 Top Cloud Security Platforms for SMBs in Finance 1. Microsoft Defender for Cloud — Native integration with Azure/M365, strong compliance repNot mentioned Top Cloud Security Platforms for SMBs in Finance 1. Microsoft Defender for Cloud — Native integration with Azure/M365, strong compliance reporting for financial regulations, and affordable per-workload pricing. 2. CrowdStrike Falcon — Lightweight cloud-native endpoint and workload protection with excellent threat intelligence, ideal for firms with limited security staff. 3. Palo Alto Networks Prisma Cloud — Broad CNAPP coverage (CSPM, CWPP, IaC scanning) with strong compliance frameworks like PCI-DSS and SOX built in. 4. Wiz — Agentless cloud security posture management that's fast to deploy and highly rated for identifying misconfigurations and exposure risks. 5. Orca Security — Agentless side-scanning platform that consolidates CSPM, vulnerability management, and compliance in one tool with quick time-to-value. 6. Check Point CloudGuard — Strong network security heritage, good for finance firms needing advanced threat prevention and regulatory compliance support. 7. Zscaler — Zero-trust cloud security platform well-suited for financial firms with remote/hybrid staff and strict data protection requirements. 8. Trend Micro Cloud One — Cost-effective workload protection with solid compliance support and simpler licensing that suits smaller budgets. Tip: For finance-industry SMBs, prioritize platforms with pre-built compliance mappings (PCI-… Kimi · K2.6 1. Microsoft Defender for Cloud — Native integration with Azure and Microsoft 365, strong compliance templates for financial regulations (PCNot mentioned 1. Microsoft Defender for Cloud — Native integration with Azure and Microsoft 365, strong compliance templates for financial regulations (PCI-DSS, SOX), and cost-effective for SMBs already in the Microsoft ecosystem. 2. Palo Alto Prisma Cloud — Comprehensive CNAPP with strong workload protection, financial services compliance automation, and unified visibility across multi-cloud environments. 3. CrowdStrike Falcon Cloud Security — Lightweight agent, excellent threat intelligence, and strong endpoint-to-cloud protection that fits lean IT teams common in SMBs. 4. Check Point CloudGuard — Mature security posture management, robust firewall-as-a-service, and proven track record with financial institutions' strict requirements. 5. Trend Micro Cloud One — Purpose-built for SMBs, straightforward pricing, and strong file integrity monitoring and container security for fintech workloads. 6. Lacework — Agentless deployment option, behavioral anomaly detection, and simplified compliance reporting that reduces manual overhead for small security teams. 7. Orca Security** — Agentless full-stack visibility, fast deployment, and strong vulnerability prioritization—ideal for resource-constrained finance SMBs needing rapid time-to-value.
Which vendors offer the best unified exposure management solutions for small to medium-sized security teams?
ChatGPT · GPT-6.1 Sol web1. Rapid7 — Exposure Command: Strong all-round shortlist choice, combining asset discovery, vulnerability prioritization, cloud visibility, Not mentioned 1. Rapid7 — Exposure Command: Strong all-round shortlist choice, combining asset discovery, vulnerability prioritization, cloud visibility, and no-code remediation automation for lean teams. docs.rapid7.com 2. CYRISMA: Particularly appealing for smaller teams seeking consolidation; combines attack-surface management, vulnerability management, sensitive-data discovery, and compliance in one lightweight platform. cyrisma.com 3. Tenable — Tenable One: Strong for teams needing broad IT, cloud, identity, web-app, and OT coverage, with unified exposure prioritization and reporting. tenable.com 4. Microsoft — Security Exposure Management: A natural shortlist option for Defender-centric teams, unifying endpoint, identity, cloud, and external exposures with attack-path analysis. learn.microsoft.com 5. CrowdStrike — Falcon Exposure Management: Especially attractive to existing Falcon customers; reuses the Falcon agent and combines vulnerability assessment, asset discovery, external exposure visibility, and threa… Sources: docs.rapid7.com, cyrisma.com, tenable.com, learn.microsoft.com, crowdstrike.com, docs.qualys.com Claude · Sonnet 5.5 webMost published rankings target enterprises, so the small-and-midsize-team fit below is partly my own judgment. Verify it with demos and pricNot mentioned Most published rankings target enterprises, so the small-and-midsize-team fit below is partly my own judgment. Verify it with demos and pricing. 1. Tenable One: It's a broad exposure management platform that unifies vulnerability, cloud, identity, OT and web-app exposure in one view. That makes it a good single pane for a lean team. 2. CrowdStrike Falcon Exposure Management: It suits organizations with existing Falcon deployments that want to consolidate endpoint protection and exposure management without adding scanning infrastructure. 3. Microsoft Defender Exposure Management: It's strong for breadth across a unified estate. Tenable One and Microsoft are noted for breadth across a unified estate. It's usually the cheapest option if you already license Microsoft 365 E5 or Defender. 4. Rapid7 Exposure Command: It combines attack-surface visibility with vulnerability-rooted risk scoring (Rapid7 and Qualys are cited for attack-surface visibility and vulnerability-rooted risk scoring). It's generally seen as easier to run for smaller teams. 5. Palo Alto Cortex Exposure Management: It combines attack path, reachability and BAS validation, with deep Cortex ecosystem integration and noise reduction. It's best if you already run Cortex or Palo Alto tooling. Note that Palo Alto wrote the source that ranks it #1. 6. Outpost24 Exposure Management Platform: It int… Sources: sourceforge.net, ionix.io, expertinsights.com, paloaltonetworks.com, puppygraph.com, cybersecuritynews.com Gemini · 4 Argon 1. Tenable (Tenable One) — Combines traditional vulnerability management with cloud, identity, and attack surface visibility into a single pNot mentioned 1. Tenable (Tenable One) — Combines traditional vulnerability management with cloud, identity, and attack surface visibility into a single platform with accessible pricing tiers for mid-market teams. 2. CrowdStrike (Falcon Exposure Management) — Eliminates the need to deploy additional scanning agents by leveraging the existing Falcon EDR sensor to discover assets, prioritize vulnerabilities, and map external attack surfaces. 3. Rapid7 (InsightPlatform / Surface Command) — Offers a highly intuitive user interface and managed service options (MDR/MVM) that help resource-constrained teams unify asset discovery and vulnerability prioritization without heavy administrative overhead. 4. Qualys (TotalCloud / TruRisk) — Provides an all-in-one, single-agent architecture that consolidates patching, compliance, cloud security, and risk-based vulnerability management in one console. 5. Microsoft (Security Exposure Management) — Unifies exposure data across endpoints, hybrid cloud, and identities natively within the Defender portal, making it a frictionless and cost-effective choice for Microsoft-centric organizations. 6. Pentera — Automates continuous security validation and penetration testing, allowing smaller teams without dedicated red-team staff to safely test and prioritize which exposures are actually exploitable. 7. runZero — Delivers rapid, agentless… DeepSeek · V4 Pro 1. Tenable One — unifies attack surface, vulnerability, identity, and cloud exposure with clear risk prioritization for lean teams. 2. QualyNot mentioned 1. Tenable One — unifies attack surface, vulnerability, identity, and cloud exposure with clear risk prioritization for lean teams. 2. Qualys VMDR with TruRisk — agent-based continuous visibility and risk-based prioritization across on-prem and cloud at SMB-friendly pricing. 3. Rapid7 Exposure Command — combines external/internal attack surface, vulnerability management, and pentesting in one workflow for mid-size teams. 4. CrowdStrike Falcon Exposure Management — lightweight sensor and native Falcon EDR integration reduce deployment overhead for small teams. 5. Microsoft Security Exposure Management — included with Defender XDR/E5, unifies device, identity, cloud, and external attack surface for Microsoft-centric SMBs. 6. Wiz — agentless cloud-native exposure management with easy setup and strong risk context for cloud-heavy small teams. 7. Horizon3.ai NodeZero — autonomous pentesting and exposure validation that prioritizes exploitable issues without a dedicated red team. 8. Cymulate — modular exposure management and security validation with simple dashboards suited to small security staff. GLM · 5.3 Best Unified Exposure Management Vendors for Small-to-Medium Security Teams 1. Tenable One — Broad, mature platform (Vulnerability ManagemenNot mentioned Best Unified Exposure Management Vendors for Small-to-Medium Security Teams 1. Tenable One — Broad, mature platform (Vulnerability Management + Attack Surface Management + Identity + Cloud) with strong CNAPP; widely trusted and scales down well. 2. Rapid7 (Command/InsightPlatform) — Combines VM, ASM, cloud, and SIEM/SOAR in one platform; strong analyst-backed prioritization that helps lean teams focus. 3. Qualys TotalView / Qualys OneView — Long-standing VM leader expanding into ASM and CNAPP; agent-based simplicity and predictable pricing suit smaller shops. 4. CyberRisk (Kenna/Cisco Vulnerability Management) — Best-in-class risk-based prioritization using exploit intelligence; ideal when triage capacity is limited. 5. Censys Exposure Management — Strong external attack surface and internet asset discovery; easy to deploy and very effective for teams without deep instrumentation. 6. Palo Alto Networks Cortex Exposure Management — Integrates ASM, VM, and XSIAM correlation; good fit if you're already in the Palo Alto ecosystem. 7. Exposure Analytix (Nodeware/other niche players) — Lightweight, low-cost options exist, but for most SMBs the first five offer better long-term consolidation value. Bottom line: For most SMB teams, Tenable One or Rapid7 offer the best balance of breadth, ease of use, and pricing; Censys is the top pick if… Kimi · K2.6 1. Tenable — Strong vulnerability management foundation with Tenable One platform, good SMB pricing, and mature cloud/agent coverage. 2. RapNot mentioned 1. Tenable — Strong vulnerability management foundation with Tenable One platform, good SMB pricing, and mature cloud/agent coverage. 2. Rapid7 — InsightVM + InsightCloudSec integration is straightforward for lean teams; strong detection and response tie-ins. 3. Palo Alto Prisma Cloud — Best-in-class cloud-native security, though more enterprise-oriented; their "Code to Cloud" approach works for growing mid-size teams. 4. Wiz — Agentless, fast deployment, intuitive UI—purpose-built for teams that need cloud visibility without heavy operational overhead. 5. Orca Security — Similar agentless model to Wiz, strong prioritization engine, typically more competitive pricing for smaller teams. 6. CrowdStrike Falcon Cloud Security — If already using CrowdStrike endpoint, extending to cloud/exposure management is seamless with minimal new learning curve. 7. Microsoft Defender for Cloud — Cost-effective for Microsoft-heavy environments, improving multi-cloud support, though less mature than pure-plays. 8. Qualys — Longstanding VM leader with CyberSecurity Asset Management (CSAM) adding exposure context; predictable pricing but dated UX.
Alternatives & comparisons8% answer share · 2 questions
What are some alternatives to Tenable for vulnerability management and cloud security?
ChatGPT · GPT-6.1 Sol web1. Qualys VMDR + TotalCloud — Strong direct alternative for enterprise vulnerability management, combining asset discovery, risk-based priorNot mentioned 1. Qualys VMDR + TotalCloud — Strong direct alternative for enterprise vulnerability management, combining asset discovery, risk-based prioritization, and cloud posture management. docs.qualys.com 2. Rapid7 Exposure Command Ultimate — Combines InsightVM vulnerability scanning with cloud and application security for unified visibility across hybrid environments. rapid7.com 3. Wiz — Strong cloud-first choice for agentless vulnerability scanning and graph-based risk prioritization, with third-party aggregation extending visibility on-premises. wiz.io 4. Orca Security — Good fit for agentless cloud assessment, using SideScanning to uncover vulnerabilities and contextualize risks without deploying workload agents. orca.security 5. Palo Alto Networks Cortex Cloud — Suits teams seeking code-to-cloud vulnerability management, contextual prioritization, and automated remediation across hosts, containers, and serverless workloads. paloaltonetworks.com 6. Micro… Sources: docs.qualys.com, rapid7.com, wiz.io, orca.security, paloaltonetworks.com, learn.microsoft.com Claude · Sonnet 5.5 web1. Qualys VMDR — Tenable's most direct like-for-like rival in vulnerability and exposure management, with built-in patch management. 2. RapiNot mentioned 1. Qualys VMDR — Tenable's most direct like-for-like rival in vulnerability and exposure management, with built-in patch management. 2. Rapid7 InsightVM — Risk-based prioritization with transparent per-asset pricing. It also suits SecOps teams that want VM plus SIEM. 3. Wiz — Combines CNAPP, CSPM, vulnerability management, and attack path analysis, so it is a top pick for cloud-native work. 4. Orca Security — An agentless CNAPP that connects to AWS, Azure, GCP, and Kubernetes via API. It surfaces vulnerabilities, misconfigurations, identity risks, and data exposure in one place. Note that Orca's own blog ranks itself first in its comparison. 5. Microsoft Defender Vulnerability Management — Worth evaluating first if you already have Microsoft 365 E5, because it's bundled. 6. CrowdStrike Falcon (Spotlight / Cloud Security) — Combines exposure management with endpoint security. It's best if you already run Falcon. 7. Palo Alto Prisma Cloud — Full CNAPP. One review lists it as best for FedRAMP compliance. 8. Greenbone/OpenVAS — Suits budget-constrained teams that can self-host. If containers and Kubernetes are your main concern, consider Aqua Security. Its open-source Trivy scanner is widely used. Most of these rankings come from vendor blogs and review sites, so run a proof of concept in your own environment before you commit. Sources: orca.security, underdefense.com, g2.com, thectoclub.com, daily.dev, cipherssecurity.com Gemini · 4 Argon 1. Qualys (VMDR & TotalCloud) — Offers a unified, scalable platform with automated patching and strong compliance features alongside comprehNot mentioned 1. Qualys (VMDR & TotalCloud) — Offers a unified, scalable platform with automated patching and strong compliance features alongside comprehensive asset and cloud security management. 2. Rapid7 (InsightVM & InsightCloudSec) — Provides dynamic risk scoring, live dashboards, and robust IT/security workflow integrations for both on-premises and cloud environments. 3. CrowdStrike Falcon Exposure Management — Ideal for organizations already using Falcon, offering agentless and agent-based vulnerability detection without deploying additional infrastructure. 4. Wiz — A leading agentless Cloud Native Application Protection Platform (CNAPP) that excels at rapidly mapping cloud environments to identify critical attack paths and vulnerabilities. 5. Palo Alto Networks Prisma Cloud — Delivers extensive code-to-cloud security and vulnerability management, making it the top choice for heavily cloud-native and DevSecOps-driven teams. 6. Microsoft Defender Vulnerability Management — Deeply integrates into the Microsoft ecosystem to provide real-time asset visibility, continuous assessment, and built-in remediation tools. 7. Greenbone Enterprise (OpenVAS) — The premier open-source-based alternative, offering powerful network vulnerability scanning at a significantly lower cost for budget-conscious teams. DeepSeek · V4 Pro 1. Qualys VMDR — unified vulnerability management with cloud-native scanning, asset inventory, and prioritization across hybrid environmentsNot mentioned 1. Qualys VMDR — unified vulnerability management with cloud-native scanning, asset inventory, and prioritization across hybrid environments. 2. Rapid7 InsightVM — live vulnerability assessment with integrated threat feeds, remediation workflows, and strong cloud/container coverage. 3. CrowdStrike Falcon Spotlight — agent-based, real-time vulnerability visibility tied to endpoint detection and response, no network scans required. 4. Microsoft Defender for Cloud — native Azure/AWS/GCP security posture management with built-in vulnerability assessment and compliance controls. 5. Wiz — agentless cloud security platform that correlates vulnerabilities, misconfigurations, and identity risks across workloads and pipelines. 6. Orca Security — side-scanning cloud security with deep workload-level vulnerability detection and context-aware risk prioritization. 7. Palo Alto Prisma Cloud — comprehensive CNAPP combining vulnerability management, compliance, and runtime protection across multi-cloud. 8. Lacework — automated cloud security and vulnerability analytics with behavioral anomaly detection and low operational overhead. GLM · 5.3 Alternatives to Tenable 1. Qualys — Comprehensive cloud-based VM platform with strong compliance and continuous monitoring. 2. Rapid7 InsighNot mentioned Alternatives to Tenable 1. Qualys — Comprehensive cloud-based VM platform with strong compliance and continuous monitoring. 2. Rapid7 InsightVM / InsightCloud Security — Strong risk-based prioritization and good cloud workload coverage. 3. CrowdStrike Falcon Exposure Management — Agent-based scanning tied to industry-leading EDR telemetry. 4. Wiz — Agentless CNAPP that quickly became a leader in cloud security posture and risk. 5. Palo Alto Networks Prisma Cloud — Broad CNAPP covering CSPM, CWPP, and code-to-cloud security. 6. Orca Security — Agentless side-scanning platform for cloud risks with fast deployment. 7. Microsoft Defender for Cloud / Defender Vulnerability Management — Great value if you're already in the Azure/Microsoft ecosystem. 8. Lacework — Behavior-based cloud security with strong anomaly detection (now part of Fortinet). Quick guidance: If your focus is traditional vulnerability management, look at Qualys or Rapid7; if cloud security posture (CNAPP) is the priority, Wiz, Orca, or Prisma Cloud are the strongest fits. Kimi · K2.6 1. Qualys — Comprehensive cloud-native platform with strong asset discovery, vulnerability scanning, and compliance monitoring across hybridNot mentioned 1. Qualys — Comprehensive cloud-native platform with strong asset discovery, vulnerability scanning, and compliance monitoring across hybrid environments. 2. Rapid7 InsightVM — Excellent risk prioritization with real-time remediation workflows and strong integration with Metasploit for validation. 3. CrowdStrike Falcon Spotlight — Agent-based approach with no network scanning overhead, tightly integrated with endpoint protection and threat intelligence. 4. Wiz — Cloud-native security focused on deep CSPM and vulnerability management with agentless deployment and fast time-to-value. 5. Palo Alto Prisma Cloud — Robust CNAPP combining vulnerability management with runtime defense, IaC security, and integrated cloud workload protection. 6. Orca Security — Agentless full-stack cloud security with side-scanning technology and strong contextual risk prioritization. 7. Microsoft Defender for Cloud** — Native Azure integration with multi-cloud support, cost-effective for Microsoft-centric organizations with solid CSPM features.
Can you compare the features of Rapid7 and Qualys with other cloud security platforms for small teams?	#1
ChatGPT · GPT-6.1 Sol web1. Aikido Security — My first shortlist for developer-led small teams: agentless cloud checks, container/VM scanning, infrastructure-as-codeNot mentioned 1. Aikido Security — My first shortlist for developer-led small teams: agentless cloud checks, container/VM scanning, infrastructure-as-code scanning, and one prioritized findings queue reduce tool sprawl. aikido.dev 2. Microsoft Defender for Cloud — Best starting point for Azure-heavy teams: free foundational posture management; paid plans add agentless scanning and attack-path analysis across connected clouds. learn.microsoft.com 3. AWS Security Hub — Strong fit for AWS-heavy teams: centralizes posture checks and Inspector/GuardDuty findings with risk prioritization and automated workflows; broader protection requires enabling complementary services. docs.aws.amazon.com 4. Wiz — Shortlist for complex multicloud environments: agentless scanning and graph-based attack-path prioritization help lean teams focus on consequential risks rather than isolated vulnerabilities. wiz.io 5. Qualys TotalCloud — Especially worth evaluating for existing Qualys users: combines agentless and agent-based assessment, vulnerability prioritization, complian… Sources: aikido.dev, learn.microsoft.com, docs.aws.amazon.com, wiz.io, qualys.com, rapid7.com Claude · Sonnet 5.5 webMost of the sources below are vendor blogs or review aggregators, and Orca wrote several of them. Treat the rankings as directional, and che#1 Most of the sources below are vendor blogs or review aggregators, and Orca wrote several of them. Treat the rankings as directional, and check pricing yourself because most of it is quote-based. 1. Northwind Security: Best for small and mid-size teams with no dedicated platform owner. It is far less to operate and configure than Qualys. 2. Orca Security: Agentless, unified coverage across VMDR, CSPM, CWPP and CIEM for cloud-first teams. Reviewers describe cost-effective, all-inclusive pricing. It has no on-premise coverage. 3. Wiz: Security Graph gives contextual risk analysis. One review site says it has lower setup costs and quicker ROI than InsightCloudSec. Another source says it is priced for enterprise budgets. 4. Microsoft Defender Vulnerability Management: The cheapest option for Microsoft 365 shops. It makes sense if you're already in that ecosystem. 5. Tenable (Nessus / Tenable One): The closest like-for-like to Qualys VMDR. Nessus Professional is published at $4,790 a year for one user. 6. Rapid7 (InsightVM / InsightCloudSec): Strongest for teams whose bottleneck is fixing, not finding, thanks to remediation projects and ticketing. It has less cloud-native depth, and costs climb at scale. InsightCloudSec reviewers also cite a more complex setup and steeper learning curve. 7. Qualys (VMDR / TotalCloud): Best for compliance-driven vulnerability and pa… Sources: orca.security, heimdalsecurity.com, levo.ai, daily.dev, penetrify.cloud, cipherssecurity.com Gemini · 4 Argon Comparison for Small Teams: Qualys and Rapid7 are legacy leaders in vulnerability management that have expanded into broader cloud security.Not mentioned Comparison for Small Teams: Qualys and Rapid7 are legacy leaders in vulnerability management that have expanded into broader cloud security. * Qualys (VMDR / TotalCloud) offers extreme depth in compliance auditing, asset inventory, and agent-based patching, making it ideal for strictly regulated environments. However, its user interface is dated, and the setup is often too complex and time-consuming for small teams. * Rapid7 (InsightCloudSec / InsightVM) is much more intuitive than Qualys and integrates well with SIEM and SOAR tools for automated remediation. While great for teams wanting an all-in-one security operations platform, its pricing and reliance on agents for certain deep-scanning features can still burden lean IT staff. * Modern Alternatives (like Wiz, Orca, and Aikido) are generally preferred by small teams because they prioritize agentless deployment (connecting via cloud APIs in minutes), consolidate multiple tools (CSPM, CWPP, CIEM) into a single view, and use graph-based context to reduce alert fatigue, ensuring small teams only fix vulnerabilities that are actually exploitable. Top 7 Cloud Security Platforms for Small Teams: 1. Wiz — Delivers rapid, agentless deployment and industry-leading risk prioritization that helps small teams eliminate alert fatigue by focusing only on critical, exploitable attack paths. 2. Orca Se… DeepSeek · V4 Pro Rapid7 (InsightCloudSec) and Qualys (TotalCloud) are mature, broad platforms with strong vulnerability management and compliance, but they oNot mentioned Rapid7 (InsightCloudSec) and Qualys (TotalCloud) are mature, broad platforms with strong vulnerability management and compliance, but they often require more setup, agents, and tuning—making them heavier for small teams. Newer cloud-native platforms tend to be agentless, API-first, and faster to value, with better risk prioritization and lower operational overhead. 1. Wiz — agentless, graph-based risk correlation and fast deployment ideal for lean teams. 2. Orca Security — SideScanning gives full cloud coverage without agents and simple, unified risk views. 3. Lacework — automated anomaly detection and compliance with minimal configuration for small teams. 4. CrowdStrike Falcon Cloud Security — strong if you already use Falcon endpoint, with unified cloud posture and runtime protection. 5. Palo Alto Prisma Cloud — comprehensive CNAPP, but best for teams needing deep compliance and multi-cloud governance. 6. Sysdig — excellent for container and Kubernetes security with runtime threat detection and low overhead. 7. Microsoft Defender for Cloud — cost-effective multi-cloud posture management, especially if you’re already in Azure/Microsoft ecosystem. GLM · 5.3 Cloud Security Platforms for Small Teams Rapid7 and Qualys are enterprise-grade tools — powerful but often complex and costly for small teamNot mentioned Cloud Security Platforms for Small Teams Rapid7 and Qualys are enterprise-grade tools — powerful but often complex and costly for small teams. Here are the best options, including lighter-weight alternatives: 1. Wiz — Agentless CNAPP with fast deployment and excellent visibility; pricing can be steep but scales well. 2. Orca Security — Agentless side-scanning, quick setup, no performance impact on workloads. 3. Lacework — Strong anomaly detection for cloud workloads with low operational overhead. 4. Prisma Cloud (Palo Alto) — Comprehensive CNAPP (CSPM, CWPP, code security), though can be complex. 5. Check Point CloudGuard — Solid CSPM with good policy automation and mid-market-friendly pricing. 6. Qualys — Broad vulnerability management and compliance in one platform; licensing flexible for smaller scopes. 7. Rapid7 (InsightCloudSec) — Strong cloud posture management with good remediation workflows; better if you also use their VM tooling. 8. Defend (formerly by smaller vendors like Cado or Dazz) — Emerging lightweight options focused on quick wins and auto-remediation for lean teams. Quick guidance: For small teams, prioritize agentless tools (Wiz, Orca) to minimize engineering overhead. Rapid7 and Qualys make sense mainly if you already use their vulnerability management products or need deep compliance reporting. Kimi · K2.6 1. Wiz — agentless, fast deployment, and prioritized risk scoring ideal for lean teams without dedicated security engineers. 2. Orca SecuritNot mentioned 1. Wiz — agentless, fast deployment, and prioritized risk scoring ideal for lean teams without dedicated security engineers. 2. Orca Security — 100% agentless coverage with patented SideScanning, eliminating maintenance overhead for small staffs. 3. Palo Alto Prisma Cloud — strong CNAPP consolidation (CWPP+CSPM) reducing tool sprawl when team bandwidth is limited. 4. Lacework — behavioral anomaly detection with low false-positive rates, minimizing alert fatigue for understaffed SOCs. 5. Rapid7 InsightCloudSec — unified vulnerability management + cloud security leveraging existing Rapid7 investments; simpler learning curve. 6. Qualys TotalCloud — extensive compliance templates and FedRAMP authorization; cost-effective for teams already using Qualys VM. 7. Tenable Cloud Security — risk-based prioritization tied to Tenable.ep for hybrid environments; straightforward policy authoring. 8. Sysdig Secure** — deep runtime visibility with Falco open-source roots; strong for container-heavy stacks with Kubernetes expertise.
Buying criteria0% answer share · 2 questions
What cloud security platforms can help small security teams like ours streamline vulnerability management and compliance monitoring across multiple cloud services?
ChatGPT · GPT-6.1 Sol web1. Wiz — Strong multicloud option: agentless vulnerability scanning, attack-path prioritization, and continuous compliance assessments help Not mentioned 1. Wiz — Strong multicloud option: agentless vulnerability scanning, attack-path prioritization, and continuous compliance assessments help lean teams focus remediation efforts. wiz.io 2. Orca Security — Agentless-first scanning combines workload vulnerabilities with configuration and identity risks, reducing deployment overhead and prioritizing critical issues. orca.security 3. Aikido Security — Particularly appealing for developer-led teams: consolidates cloud vulnerabilities and misconfigurations, with agentless setup and automated compliance reporting across AWS, Azure, and GCP. aikido.dev 4. Microsoft Defender for Cloud — A natural shortlist choice for Azure-heavy teams; adds AWS/GCP coverage, agentless vulnerability scanning, and centralized compliance dashboards, with advanced capabilities requiring paid plans. learn.microsoft.com 5. Rapid7 InsightCloudSec — Strong automation option: combines multicloud vulnerability management and compliance monitoring with no-code remediation to reduce repetitive work. ([… Sources: wiz.io, orca.security, aikido.dev, learn.microsoft.com, rapid7.com, sysdig.com Claude · Sonnet 5.5 web1. Wiz: Fast to stand up and good at cutting alert noise. It gives broad multi-cloud posture and prioritized attack paths without agents eveNot mentioned 1. Wiz: Fast to stand up and good at cutting alert noise. It gives broad multi-cloud posture and prioritized attack paths without agents everywhere. It may be more than a small single-cloud team needs. 2. Orca Security: A fit for teams with limited engineering bandwidth that want maximum coverage with minimal deployment friction. It is agentless. 3. Microsoft Defender for Cloud: Microsoft's native CNAPP, with posture management, workload protection and DevOps security across Azure, AWS and GCP. Foundational CSPM is free. It is best if you are Azure-centric. 4. Palo Alto Prisma Cloud: Leads on module breadth. That breadth can consolidate several tools, but it may be heavier to run for a small team. 5. CrowdStrike Falcon Cloud Security: Suited to endpoint-consolidated, single-console operation. It is a good choice if you already run Falcon. 6. SentinelOne Singularity Cloud Security: Covers CSPM, CWPP, CIEM and cloud detection and response from a unified console. It suits teams extending an existing SentinelOne investment. 7. Prowler (open source): Open-source CSPM that gives CIS, NIST and custom checks without a CNAPP contract. It's a low-cost way to start with compliance checks. Coverage is uneven across clouds. 8. Sysdig Secure: CNAPP with deep runtime visibility, particularly strong for container and Kubernetes environments. It is best if Kuber… Sources: sentinelone.com, expertinsights.com, cybersecuritynews.com, aikido.dev, cipherssecurity.com, securecoding.com Gemini · 4 Argon 1. Wiz — Uses an agentless graph-based approach that deploys in minutes and correlates risks to eliminate alert fatigue for resource-constraNot mentioned 1. Wiz — Uses an agentless graph-based approach that deploys in minutes and correlates risks to eliminate alert fatigue for resource-constrained teams. 2. Orca Security — Provides instant, agentless visibility into vulnerabilities and compliance across multi-cloud environments using "SideScanning" technology without requiring complex setup. 3. Tenable Cloud Security — Combines industry-leading vulnerability management with simple multi-cloud compliance tracking, offering straightforward remediation guidance for lean teams. 4. Lacework — Utilizes machine-learning anomaly detection to automatically baseline multi-cloud environments, significantly reducing the manual rule-tuning required for compliance and vulnerability tracking. 5. Defender for Cloud (Microsoft) — Offers native, easily enabled multi-cloud posture management and vulnerability scanning across Azure, AWS, and GCP from a single dashboard, making it ideal if you already use Microsoft tools. 6. Prisma Cloud (Palo Alto Networks) — Delivers comprehensive, automated compliance reporting and vulnerability scanning across virtually all cloud providers, consolidating multiple security tools into one platform. 7. Sysdig Secure — Prioritizes vulnerabilities based on actual runtime usage, helping small teams save time by focusing only on patching flaws in active packages. DeepSeek · V4 Pro 1. Wiz — Agentless scanning across AWS, Azure, GCP, and Kubernetes with prioritized risk and compliance mapping. 2. Orca Security — Side-scaNot mentioned 1. Wiz — Agentless scanning across AWS, Azure, GCP, and Kubernetes with prioritized risk and compliance mapping. 2. Orca Security — Side-scanning platform that unifies vulnerabilities, misconfigurations, and compliance without agents. 3. Prisma Cloud — Broad multi-cloud security and compliance coverage with strong workload and identity controls. 4. Lacework — Lightweight agent and agentless monitoring that correlates threats, vulnerabilities, and compliance in one view. 5. Sysdig — Container and cloud-native focused, combining runtime threat detection with vulnerability and compliance management. 6. CrowdStrike Falcon Cloud Security — Integrates cloud posture, vulnerability, and runtime protection with a familiar endpoint console. 7. Aqua Security — Strong for Kubernetes and serverless environments, with vulnerability scanning and compliance automation. 8. Tenable Cloud Security — Leverages Tenable’s vulnerability expertise for cloud posture, identity risk, and compliance monitoring. GLM · 5.3 Here are solid options for small teams: 1. Wiz — agentless, full-stack CSPM/CWPP with graph-based risk prioritization; very fast to deploy. Not mentioned Here are solid options for small teams: 1. Wiz — agentless, full-stack CSPM/CWPP with graph-based risk prioritization; very fast to deploy. 2. Orca Security — agentless side-scanning across cloud, VMs, and containers; strong prioritization with no performance impact. 3. Lacework — behavior-based anomaly detection reduces alert noise; good for teams without dedicated cloud expertise. 4. Prisma Cloud (Palo Alto) — broad CNAPP covering CSPM, CWPP, and compliance frameworks in one platform. 5. Microsoft Defender for Cloud — natural fit if you're Azure-centric; covers multi-cloud with strong compliance dashboards. 6. Prowler — open-source, budget-friendly CSPM with 100+ compliance checks (CIS, HIPAA, PCI-DSS); great for small teams. 7. Check Point CloudGuard — strong policy enforcement and compliance automation with decent pricing for smaller orgs. 8. Datadog Cloud Security Management — ideal if you already use Datadog for monitoring; unifies security and observability. Quick guidance: If budget is tight, start with Prowler (free) or Defender for Cloud (bundled with Azure). If you want best-in-class risk prioritization with minimal staffing, Wiz or Orca are the market leaders. If you're already on Datadog, adding their CSM module avoids a new tool entirely. Kimi · K2.6 1. Wiz — Agentless, unified CNASP that prioritizes risks across AWS/Azure/GCP with instant visibility and minimal operational overhead for sNot mentioned 1. Wiz — Agentless, unified CNASP that prioritizes risks across AWS/Azure/GCP with instant visibility and minimal operational overhead for small teams. 2. Orca Security — 100% agentless SideScanning technology delivers full-stack coverage without deployment complexity, ideal for resource-constrained teams. 3. Palo Alto Prisma Cloud — Comprehensive CWPP+CSPM with strong compliance automation and pre-built regulatory templates (SOC 2, ISO 27001, PCI-DSS). 4. Tenable Cloud Security — Leverages Tenable's vulnerability expertise with unified exposure management and strong risk-based prioritization. 5. Lacework — Polygraph behavioral analytics reduces alert fatigue through anomaly detection rather than signature-based rules. 6. Sysdig Secure — Runtime security with Falco open-source foundation, strong Kubernetes/container focus, and efficient threat detection. 7. Rapid7 InsightCloudSec — Streamlined remediation workflows with native automation and accessible pricing for smaller organizations. 8. Aqua Security — Specialized cloud-native application protection with robust supply chain security and lightweight deployment options.
Which tools offer unified exposure management capabilities to support lean security teams in identifying and prioritizing risks across their cloud infrastructure?
ChatGPT · GPT-6.1 Sol web1. Wiz Exposure Management — Unifies cloud, code, and vulnerability findings; graph-based context and exploitability validation help lean teNot mentioned 1. Wiz Exposure Management — Unifies cloud, code, and vulnerability findings; graph-based context and exploitability validation help lean teams prioritize consequential exposures. wiz.io 2. Orca Security — Agentless-first cloud scanning combines infrastructure, identity, and data risks; attack-path analysis focuses remediation on reachable, exploitable threats. orca.security 3. Aikido Security — Consolidates cloud misconfigurations and workload vulnerabilities into one deduplicated queue, with agentless setup and exposure-based prioritization to reduce triage work. aikido.dev 4. Tenable One Cloud Exposure — Correlates vulnerabilities, excessive permissions, misconfigurations, and sensitive-data exposure, prioritizing dangerous combinations through attack paths and remediation workflows. tenable.com 5. Rapid7 Exposure Command — Unifies cloud, on-premises, and application exposures with third-party findings; threat-aware prioritization and no-code automation help reduce manual effort. ([docs.rapid7.com](https://docs.rapid7.com/exposure-command/?utm_source… Sources: wiz.io, orca.security, aikido.dev, tenable.com, docs.rapid7.com, learn.microsoft.com Claude · Sonnet 5.5 web1. Tenable One: One exposure platform covering IT, cloud, identity and OT, so you don't stitch point tools together. The trade-off is that tNot mentioned 1. Tenable One: One exposure platform covering IT, cloud, identity and OT, so you don't stitch point tools together. The trade-off is that the breadth brings higher cost and a heavier rollout. 2. Rapid7 Exposure Command: It combines attack surface visibility, vulnerability management, cloud security, identity risk and third-party exposure data in one risk view. It has attack path analysis, no-code automation and 450+ integrations, which helps small teams. 3. Wiz: A cloud-native specialist. Check Point's comparison groups it separately from the broader vulnerability-led platforms. It suits teams whose exposure is mostly in the cloud. 4. CrowdStrike Falcon Exposure Management: It uses AI-powered risk scoring across endpoints, workloads, IoT/OT and applications, inside the Falcon platform. It's best if you already use CrowdStrike. 5. Microsoft Security Exposure Management: Unified exposure view across Microsoft and connected signals, delivered as SaaS in Defender. It's strongest in Microsoft-centric estates. 6. Palo Alto Prisma Cloud / Cortex Cloud: Continuous asset discovery, CSPM and workload protection across AWS, Azure and GCP. Note that it is being merged with Cortex CDR into Cortex Cloud. 7. Qualys Enterprise TruRisk: A cloud-native suite that consolidates detection across endpoints, cloud, identity and applications, then applies threat intellige… Sources: checkpoint.com, ionix.io, zafran.io, expertinsights.com, reach.security, gartner.com Gemini · 4 Argon 1. Wiz — Uses an agentless security graph to rapidly correlate cloud vulnerabilities, misconfigurations, and identities into a single prioriNot mentioned 1. Wiz — Uses an agentless security graph to rapidly correlate cloud vulnerabilities, misconfigurations, and identities into a single prioritized view of toxic risk combinations. 2. Tenable One — Unifies cloud security posture, traditional vulnerability management, and active directory data to quantify cyber risk and map attack paths across hybrid environments. 3. CrowdStrike Falcon Exposure Management — Consolidates external attack surface management and cloud risk prioritization directly into its existing single-agent ecosystem to minimize tool sprawl for lean teams. 4. Palo Alto Networks Prisma Cloud — Offers a comprehensive code-to-cloud platform that uses AI-driven prioritization to consolidate alerts and highlight critical risks across complex multi-cloud estates. 5. Orca Security — Employs agentless SideScanning technology to provide fast, zero-friction deployment and context-aware attack path analysis that filters out non-critical alert noise. 6. XM Cyber — Specializes in continuous exposure management by modeling how attackers pivot between on-premises and cloud assets, focusing remediation strictly on key "choke points." 7. Qualys TruRisk Platform — Aggregates risk data from cloud workloads, containers, and endpoints into a unified dashboard with automated patching workflows to accelerate remediation for resource-constrained teams. DeepSeek · V4 Pro 1. Wiz — Agentless CNAPP that correlates vulnerabilities, misconfigurations, identities, and exposures into a single risk-prioritized graph Not mentioned 1. Wiz — Agentless CNAPP that correlates vulnerabilities, misconfigurations, identities, and exposures into a single risk-prioritized graph for lean teams. 2. CrowdStrike Falcon Exposure Management — Unifies asset, vulnerability, and cloud misconfiguration data with AI-driven risk scoring and remediation workflows. 3. Tenable One — Exposure management platform that consolidates cloud, identity, and vulnerability findings into prioritized exposures with business context. 4. Microsoft Defender for Cloud — Native cloud security posture management plus exposure management across Azure, AWS, and GCP with integrated threat protection. 5. Palo Alto Prisma Cloud — Full-lifecycle CNAPP that combines agentless scanning, IaC security, and exposure prioritization across multi-cloud environments. 6. Qualys TotalCloud with VMDR — Unified vulnerability management and cloud-native application protection with TruRisk prioritization for lean teams. 7. Orca Security — Agentless SideScanning platform that provides a unified cloud risk view, prioritizing critical attack paths and exposures. 8. Rapid7 Exposure Command — Combines external attack surface management with cloud risk and vulnerability data for unified exposure prioritization. GLM · 5.3 1. Tenable One — combines vulnerability management, cloud security, identity, and attack surface data into a single exposure view with risk-Not mentioned 1. Tenable One — combines vulnerability management, cloud security, identity, and attack surface data into a single exposure view with risk-based prioritization. 2. Microsoft Defender for Cloud / Defender Exposure Management — native Azure/multicloud CNAPP with attack-path analysis and unified risk scoring across cloud, endpoint, and identity. 3. Wiz — agentless CNAPP that correlates misconfigurations, vulnerabilities, identities, and exposure into contextual risk prioritization; very fast to deploy for lean teams. 4. Palo Alto Networks Cortex XSIAM / Prisma Cloud — unified CNAPP plus exposure management with attack-path simulation and automated remediation workflows. 5. Qualys TotalCloud — unified platform spanning vulnerability detection, response, and cloud posture with TruRisk scoring to prioritize what matters. 6. Rapid7 Command Platform (InsightCloudSec + InsightVM) — correlates exposure across cloud and on-prem with attacker analytics for prioritization. 7. CrowdStrike Falcon Exposure Management — unifies external attack surface, vulnerability, and cloud security findings with adversary-focused prioritization. 8. Orca Security — agentless side-scanning CNAPP with Podium risk prioritization, quick to stand up without operational overhead. Kimi · K2.6 1. Wiz — Agentless full-stack visibility across AWS/Azure/GCP with risk prioritization based on exploitability and blast radius, designed foNot mentioned 1. Wiz — Agentless full-stack visibility across AWS/Azure/GCP with risk prioritization based on exploitability and blast radius, designed for small teams to operate at scale. 2. Orca Security — Side-scanning agentless approach delivers instant-on coverage with patented Unified Data Model that correlates vulnerabilities, misconfigurations, and IAM risks without operational overhead. 3. Palo Alto Prisma Cloud — Comprehensive CNAPP combining CSPM, CWPP, and code security with integrated risk scoring and automated remediation workflows. 4. Microsoft Defender for Cloud — Native multi-cloud coverage with Microsoft Security Exposure Management, leveraging built-in AI prioritization and tight Entra ID integration for lean Microsoft-centric teams. 5. Tenable Cloud Security — Combines Tenable's vulnerability expertise with cloud-native asset discovery and risk-based prioritization, unifying on-prem and cloud exposure in one platform. 6. Rapid7 InsightCloudSec — Cloud-native platform with continuous monitoring, automated risk prioritization using attacker analytics, and streamlined remediation for resource-constrained teams. 7. Chainguard / Sysdig — Runtime security with unified threat detection and risk correlation across containers, cloud, and source, strong for DevSecOps-aligned lean teams.
Pricing & budget17% answer share · 1 question
What cloud security platforms offer affordable pricing plans for small to medium-sized security teams with limited budgets?		#4
ChatGPT · GPT-6.1 Sol web1. Prowler Cloud — $99/cloud account/month, billed monthly; hosted security checks and compliance monitoring make it attractive for teams maNot mentioned 1. Prowler Cloud — $99/cloud account/month, billed monthly; hosted security checks and compliance monitoring make it attractive for teams managing a few cloud accounts. prowler.com 2. Aikido Security — Free for two users and one cloud account, with cloud misconfiguration, code, and container scanning; useful for small teams combining cloud security and AppSec. aikido.dev 3. Microsoft Defender for Cloud — Free foundational cloud security posture management across Azure, AWS, and Google Cloud; a strong budget baseline, with advanced protection priced separately. azure.microsoft.com 4. Google Security Command Center Standard — No additional platform charge for basic Google Cloud security and compliance posture management; best for GCP-only teams with essential requirements. docs.cloud.google.com 5. Cloudanix Cloud Pro Posture — $3.49/asset/month with a 100-asset minimum ($349/month); combines multicloud misconfiguration, identity-risk, compliance, and attack-path analysis; runtime protection costs extra. cloudanix.com Sources: prowler.com, aikido.dev, azure.microsoft.com, docs.cloud.google.com, cloudanix.com Claude · Sonnet 5.5 web1. Aikido Security: It has a free tier for teams of up to 2 users and transparent pricing from $300/month for teams. It covers code-to-cloudNot mentioned 1. Aikido Security: It has a free tier for teams of up to 2 users and transparent pricing from $300/month for teams. It covers code-to-cloud, including CSPM and runtime security. 2. Microsoft Defender for Cloud: Foundational CSPM is $0, and paid protection plans are priced by resource. It fits Azure or Microsoft-centric environments best. 3. Cloudanix: It's agentless, covers CSPM, CIEM, CWPP and CNAPP, and onboards in five minutes. Pricing is resource-based with no minimums. One listing shows a starting price of about $8,000 a year. 4. Orca Security: It's rated as a good fit for cost-conscious buyers, with agentless scanning. Reported pricing is $30K–$200K a year, so it's the priciest option here. It's better for mid-sized teams. 5. Sysdig Secure: It's a good choice if you run mostly Kubernetes or containers. Entry pricing of around $699/month can feel steep for very small environments. The open-source Falco runtime engine is free. 6. Sophos Cloud Security Posture Management: It suits smaller or mid-market teams that need cloud inventory, risk findings and compliance checks without a full enterprise CNAPP stack. 7. SentinelOne Singularity Cloud Security: It makes sense if you already use SentinelOne endpoints. One benchmark is a $20,000 12-month custom AWS Marketplace contract. Wiz, Palo Alto Cortex Cloud and CrowdStrike Falcon are generally priced… Sources: expertinsights.com, cloudaware.com, sourceforge.net, aikido.dev, slashdot.org, cipherssecurity.com Gemini · 4 Argon 1. Wazuh — An open-source XDR and SIEM platform that is completely free to self-host, offering cloud workload protection and compliance moni#4 1. Wazuh — An open-source XDR and SIEM platform that is completely free to self-host, offering cloud workload protection and compliance monitoring with paid tiers only for managed cloud hosting. 2. Aikido Security — Consolidates CSPM, code scanning, and container security into one platform with a generous free tier and flat, predictable user-based pricing built specifically for SMEs. 3. CrowdStrike Falcon Go — Provides enterprise-grade endpoint and cloud workload protection in a streamlined package priced aggressively per-device specifically for small and medium businesses. 4. Northwind Security — An automated cloud and infrastructure vulnerability scanner that offers transparent, asset-based tiered pricing and low maintenance overhead for resource-constrained teams. 5. Tenable Cloud Security — Offers a modular, pay-per-asset pricing model (via Tenable One or standalone) that allows smaller teams to scale affordably without massive enterprise minimums. 6. Huntress — Delivers managed endpoint and Microsoft 365 cloud security at a low per-seat cost, effectively including a 24/7 SOC team for SMBs that cannot afford in-house analysts. 7. Microsoft Defender for Cloud — Features a free foundational CSPM tier for Azure, AWS, and GCP, with granular pay-as-you-go pricing per workload that eliminates high upfront contract costs. DeepSeek · V4 Pro 1. Microsoft Defender for Cloud — native multi-cloud security with a free foundational tier and pay-per-resource Defender plans, ideal for bNot mentioned 1. Microsoft Defender for Cloud — native multi-cloud security with a free foundational tier and pay-per-resource Defender plans, ideal for budget-conscious SMBs. 2. AWS Security Hub — low-cost aggregation of AWS security findings with a free tier and pay-per-ingestion pricing, best for AWS-centric teams. 3. Google Cloud Security Command Center — free Standard tier and affordable Premium tier for GCP and multi-cloud posture management. 4. Trend Micro Cloud One — modular, pay-as-you-go security services for workload, container, and posture security without large upfront costs. 5. Snyk — developer-first cloud and IaC security with a free tier and per-product pricing, cost-effective for code-to-cloud coverage. 6. Aqua Security — open-source Trivy plus commercial cloud native security with flexible pricing for containers and Kubernetes. 7. Orca Security — agentless CNAPP with per-asset pricing and no deployment overhead, often cheaper for smaller cloud estates. 8. Lacework — usage-based pricing and automated compliance/anomaly detection, typically more affordable than legacy agent-based platforms. GLM · 5.3 Affordable Cloud Security Platforms for SMB Teams 1. Wiz — Agentless CNAPP with a free tier and scalable pricing; fast deployment without neNot mentioned Affordable Cloud Security Platforms for SMB Teams 1. Wiz — Agentless CNAPP with a free tier and scalable pricing; fast deployment without needing large engineering resources. 2. Orca Security — Agentless side-scanning platform; reduces operational overhead and total cost compared to agent-based tools. 3. Lacework — Polygraph-based automation reduces alert fatigue, so small teams aren't overwhelmed; usage-based pricing. 4. Check Point CloudGuard — Strong free tier and flexible per-workload pricing; consolidates CSPM, CWPP, and network security. 5. Palo Alto Prisma Cloud — Credits-based model lets teams start small and scale; broad coverage reduces need for multiple tools. 6. Aqua Security — Free tier for container security; per-workload pricing suits container-heavy startups. 7. Sysdig — Free tier plus open-source roots (Falco); pay-as-you-go pricing good for Kubernetes-focused teams. 8. Defendify — Built specifically for SMBs with all-in-one, flat-rate pricing; no security expertise required to operate. Tips: Most vendors offer free trials or tiers (Wiz, Orca, Aqua, Sysdig) — start there before committing. Also consider open-source options like OpenSCAP or Trivy if budget is extremely tight. Kimi · K2.6 1. Wiz — agentless, fast deployment with transparent per-workload pricing that scales down well for smaller cloud footprints. 2. Orca SecuriNot mentioned 1. Wiz — agentless, fast deployment with transparent per-workload pricing that scales down well for smaller cloud footprints. 2. Orca Security — agentless SideScanning reduces overhead costs; offers startup/SMB tiers and pay-as-you-grow models. 3. Lacework — usage-based pricing tied to cloud assets rather than headcount, with a free trial and competitive mid-market packages. 4. Prisma Cloud by Palo Alto (Essentials/Compute tiers) — modular pricing lets teams buy only needed modules; frequent discounts for sub-500-workload deployments. 5. Tenable.cs / Tenable Cloud Security — leverages Tenable's existing vulnerability pricing models, often more affordable for teams already using Tenable.io. 6. Sysdig Secure — open-source Falco foundation keeps licensing flexible; strong container-focused pricing for lean DevSecOps teams. 7. Aqua Security — offers starter packs for small Kubernetes/container environments with clear upgrade paths as scale increases. 8. Prowler (open source) / Prowler Pro — free open-source CSPM with affordable Pro tier for compliance automation, ideal for cost-constrained teams willing to self-manage.

Sources AI relies on

What ChatGPT and Claude read before answering (16 web-search answers). Your site was cited 0 times.

Your site cited 0/16

52% Other22% Vendor13% Documentation10% Review site3% Media

Most cited sites

aikido.dev Vendor 7

learn.microsoft.com Documentation 7

wiz.io Vendor 6

orca.security Vendor 6

expertinsights.com Review site 5

cipherssecurity.com 4

cloudaware.com 3

cybersecuritynews.com Media 3

sentinelone.com 3

gartner.com Review site 3

View as table

Name	Citations
aikido.dev	7
learn.microsoft.com	7
wiz.io	6
orca.security	6
expertinsights.com	5
cipherssecurity.com	4
cloudaware.com	3
cybersecuritynews.com	3
sentinelone.com	3
gartner.com	3

Citation gaps

Sites that shape answers recommending your rivals but never you — where a listing, review or guest article changes what AI says.

Site	Type	Cited	Recommends instead
learn.microsoft.com	Documentation	7	Wiz Microsoft Orca Security
expertinsights.com	Review site	5	Microsoft Wiz Orca Security
cloudaware.com	Other	3	Wiz Microsoft Orca Security
cybersecuritynews.com	Media	3	Microsoft Wiz Orca Security
sentinelone.com	Other	3	Wiz Microsoft Orca Security
gartner.com	Review site	3	Microsoft Tenable Wiz
sysdig.com	Other	2	Wiz Microsoft Orca Security
safeguard.sh	Other	2	Wiz Microsoft Orca Security

Head to head

You and your tracked competitors: the share of each assistant’s answers that recommend each brand.

Brand	ChatGPT	Claude	Gemini	DeepSeek	GLM	Kimi
Northwind Security You	0%	13%	13%	0%	0%	0%
Tenable	25%	63%	75%	50%	38%	75%
Rapid7	50%	50%	38%	50%	50%	75%
Qualys	25%	50%	50%	50%	50%	38%

0%60%+

How AI describes you

We asked each assistant “What is Northwind Security?” and fact-checked the answer against your own website.

5/6 know you

ChatGPT · GPT-6.1 Sol webdescribes platform featuresAccurate · 80%

Northwind Security is a cybersecurity company offering a cloud-based platform that finds and prioritizes security vulnerabilities across organizations’ infrastructure, applications, and cloud environments. northwind-security.example It serves lean security and IT teams that need continuous monitoring without extensive manual work, as well as managed service providers protecting multiple clients. northwind-security.example Northwind Security positions itself as an easy-to-use, unified security platform combining vulnerability management, attack-surface monitoring, cloud security, and AI-powered penetration testing to help prevent breaches. northwind-security.example

Sources: northwind-security.example

Claude · Sonnet 5.5 webaccurate company descriptionAccurate · 90%

Northwind Security (northwind-security.example) is a UK-based cybersecurity company that sells a cloud-based vulnerability scanning and exposure management platform. It continuously scans external attack surfaces, such as internet-facing servers, cloud systems, websites, and APIs. It also scans internal systems. It finds weaknesses like misconfigurations, missing patches, and exposed services. It then prioritizes the results so teams know what to fix first. It is aimed mainly at small and mid-sized businesses, startups, and lean IT or security teams that lack a large dedicated security staff. It is also used for compliance needs such as SOC 2, ISO 27001, and PCI. Northwind Security positions itself as an easy-to-use, affordable alternative to heavyweight enterprise scanners like Nessus, Qualys, and Rapid7. Its pitch is low-noise, actionable results, quick setup, and integrations with cloud providers and tools like Sl…

Gemini · 4 Argon describes platform and target marketAccurate · 85%

Northwind Security (northwind-security.example) is a cloud-based vulnerability management platform that provides continuous automated security scanning and attack surface monitoring. The platform continuously monitors externally facing systems, cloud infrastructure, and internal networks for cyber threats, security weaknesses, and misconfigurations, alerting users as soon as new vulnerabilities emerge. It is designed primarily for small to medium-sized businesses (SMBs), technology companies, and scaling DevOps teams that may lack large, dedicated security departments. Northwind Security positions itself as an easy-to-use, proactive, and developer-friendly alternative to complex legacy enterprise scanners, prioritizing actionable remediation advice and low false-positive rates to help organizations secure their systems and achieve compliance standards like SOC 2 and ISO 27001.

DeepSeek · V4 Pro describes platform and target marketAccurate · 80%

Northwind Security is a cloud-based vulnerability management platform that continuously scans networks, systems, and web applications for security weaknesses. It is aimed primarily at small to mid-sized businesses and lean security teams that need automated, continuous monitoring without heavy manual effort. The company positions itself as an easy-to-use, proactive security solution that helps organizations identify, prioritize, and remediate exposures before attackers can exploit them.

GLM · 5.3 accurate company and platform descriptionAccurate · 85%

Northwind Security is a UK-based cybersecurity company offering an attack surface management and vulnerability scanning platform that continuously monitors a company's systems for weaknesses, misconfigurations, and emerging threats. It's aimed primarily at small and medium-sized businesses, as well as security teams that lack the resources to run complex enterprise-grade scanning tools. Northwind Security is positioned as an easy-to-use, automated alternative to heavyweight vulnerability scanners—handling everything from cloud services and web applications to network infrastructure—so customers can find and fix security issues without needing deep security expertise.

Kimi · K2.6 unfamiliar with companyUnknown

I'm not familiar with Northwind Security.

Can AI read your site?

Technical signals that decide whether AI crawlers can access, parse and trust your content.

80/100

8 of 10 checks passed.

AI crawlers can read your site

robots.txt allows all major AI crawlers.

25/25

llms.txt published

Found /llms.txt.

10/10

Structured data (schema.org)

No JSON-LD structured data on the homepage.

0/15

Meta description

186 characters — will be truncated.

5/10

Descriptive page title

“Northwind Security | Stop Breaches Before They Start”

5/5

One clear H1 headline

1 H1 found: “Always-on exposure management”

5/5

Crawlable text content

1,457 words of server-rendered text.

15/15

XML sitemap

Sitemap found.

5/5

HTTPS & canonical URL

HTTPS on, canonical set.

5/5

Open Graph metadata

Open Graph tags present.

5/5

AI crawler access (robots.txt)

GPTBotOAI-SearchBotChatGPT-UserClaudeBotPerplexityBotGoogle-ExtendedApplebot-Extendedmeta-externalagentCCBot

Report r_20261022T1631_sample · AI answers vary between runs; track the trend, not a single number. How we score

A real paid weekly scan of a security software vendor, anonymized as “Northwind Security”. The free audit is a smaller check with smaller models and no web search.

Pricing

Plans from $149 a month.

Pick how many buyer questions you track. Every plan checks all six assistants every week. Month-to-month, cancel any time, 30-day money-back guarantee.

Starter$149/mo25 questions Growth$449/mo100 questions Managed$2,900/mo150 questions + done-for-you

Compare plans Start with a free audit

ChatGPT and Claude with live web search — plus Gemini, DeepSeek, GLM and Kimi answering from training data
Weekly automated scans — plus on-demand rescans after you ship fixes
Brand recognition & accuracy — does each assistant know you — and get your story right?
Share of voice on your buyer questions — generated from your site, editable any time
Sources AI cites — the sites assistants rely on, and whether yours is one of them
Competitor benchmarking — your share of answers next to theirs
Technical AI-readiness audit — AI crawler access, llms.txt, schema, metadata, rendering

FAQ

Questions, answered.

What is Answer Engine Optimization (AEO)?

AEO is the practice of making your company discoverable, accurately described and recommended in AI-generated answers — the responses buyers get from assistants like ChatGPT, Claude, Gemini or Perplexity when they ask for vendors, comparisons or advice. It is to AI answers what SEO is to search results.

Which AI assistants do you test?

ChatGPT and Claude — through their official APIs with live web search, so you see what they find and cite about you today — plus Gemini 4 Argon, DeepSeek V4 Pro, GLM 5.3, Kimi K2.6, which answer from training data and show what models have learned about you long-term. We use fixed prompts and do not scrape consumer chat apps, so answers in the apps can differ slightly (personalisation, location, app version). The free audit uses small, no-web-search versions of ChatGPT, Claude and Gemini plus the three open models; the flagship ChatGPT and Claude with live web search run on paid plans.

How is this different from an SEO tool?

SEO tools measure rankings in a list of links. AI assistants don’t show a list of links — they write one answer that names three to eight vendors. MentionNorth measures whether you are in that answer, where, and whether the model describes you correctly. It also audits AI-specific technical signals such as AI crawler access and llms.txt.

How reliable is the score?

AI answers vary from run to run. We reduce noise with a fixed question set, six independent assistants and an automatic fact-check against your own website, and we show every answer verbatim so you can judge for yourself. Treat the weekly trend as the signal rather than any single number. Our full method is public on the Methodology page.

Do I need to install anything or give you access?

No. We only read your public website (homepage, robots.txt, llms.txt and sitemap) — the same pages any AI crawler sees. No tracking code, no integrations, no logins.

What do you do with my Google or LinkedIn sign-in?

Nothing beyond signing you in. If you choose Continue with Google or LinkedIn, we receive only your name and verified email address to create and identify your MentionNorth account. We don’t access your contacts, files or posts, don’t store provider tokens and never share this data. Details are in our Privacy Policy.

Can I cancel?

Yes. Plans are month-to-month and you can cancel any time from the billing portal in your dashboard; access continues until the end of the paid period. Your first payment is covered by a 30-day money-back guarantee.

Free audit

What does AI say about you today?

Find out in about a minute. No signup, no credit card.

Free, no signup6 AI models incl. ChatGPTLive web search on paid plans

See your brand the way AI does.

The shortlist is being written before buyers reach your website.

Answers replace result pages

Models repeat what they learned

Your analytics can’t see it

Three scores. One clear picture.

Recognition

Recommendation

Readiness

From blind spot to weekly signal.

Add your website

We ask the assistants

Get a scored report

Track it weekly

Every answer. Every score. Every fix.

Plans from $149 a month.

Questions, answered.

What does AI say about you today?