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Most-cited pages in Cybersecurity Platforms answers

138 source pageschecked Aug 10, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

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In front today

gartner.com/reviews/market/managed-detection-and-response

8.3%cited answer coverage

Ahead of second place: 0%
Held by the top three: 5%
Middle of the board: 2.8%
Below half the leader: 122 of 138

Highest 8.3%Middle 2.8%

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page cited answer: 1 on 122 of 138 rows · page engine breadth: 1 on 124 of 138 rows · 36 checks behind each row.

Most cited pages in Cybersecurity platforms answers current rankings
Rank	Name	Cited answer coverage	Page best position	Page mean position	Why
01	gartner.com/reviews/market/managed-detection-and-response	8.3%	1	3	This rank
02	sentinelone.com/cybersecurity-101/cloud-security/cloud-security-solutions/	8.3%	3	5.3	This rank
03	underdefense.com/blog/ai-soc-for-mid-market/	5.6%	2	3	This rank
04	cynet.com/security-foundations/endpoint-security/top-6-edr-tools-compared/	5.6%	3	3.5	This rank
05	underdefense.com/blog/top-6-managed-detection-and-response-mdr-providers/	5.6%	2	2	This rank
06	cybermagazine.com/top10/top-10-cybersecurity-platforms	5.6%	1	2.5	This rank
07	sentinelone.com/cybersecurity-101/cybersecurity/enterprise-security-solutions/	5.6%	1	3	This rank
08	rapid7.com/fundamentals/top-mdr-providers/	5.6%	2	3.5	This rank
09	d3security.com/blog/security-vendor-consolidation-vs-best-of-breed-solutions/	5.6%	1	4	This rank
10	reddit.com/r/cybersecurity/comments/1d9ibyl/tool_consolidation_or_best_of_breed/	5.6%	2	4	This rank
11	linkedin.com/pulse/debate-cisos-keep-getting-wrong-consolidation-vs-best-of-breed-yqcie	5.6%	3	4.5	This rank
12	brilliancesecuritymagazine.com/cybersecurity/how-to-avoid-cybersecurity-vendor-lock-in/	5.6%	4	5.5	This rank
13	hashicorp.com/en/blog/the-risks-of-cybersecurity-tool-sprawl-and-why-we-need-consolidation	5.6%	4	5.5	This rank
14	exeon.com/blog/best-of-breed-in-cybersecurity/	5.6%	5	6.5	This rank
15	paloaltonetworks.com/cyberpedia/what-is-cybersecurity-consolidation	5.6%	1	1.5	This rank
16	deepstrike.io/blog/top-cybersecurity-companies-usa	5.6%	2	2	This rank
17	bitlyft.com/resources/comparing-the-top-managed-detection-and-response-mdr-services	2.8%	1	1	This rank
18	bscdesigner.com/cybersecurity-strategy.htm	2.8%	1	1	This rank
19	cisco.com/site/us/en/learn/topics/security/what-is-endpoint-detection-response-edr-medr.html	2.8%	1	1	This rank
20	cribl.io/solutions/initiatives/avoid-vendor-lock-in/	2.8%	1	1	This rank
21	cycode.com/blog/application-security-automation/	2.8%	1	1	This rank
22	cycode.com/blog/securing-cloud-native-applications-with-sysdig-and-cycode/	2.8%	1	1	This rank
23	cynet.com/security-foundations/identity-security/itdr-vendors/	2.8%	1	1	This rank
24	exabeam.com/explainers/crowdstrike/crowdstrike-falcon-components-pros-cons-and-top-5-alternatives/	2.8%	1	1	This rank
25	guptadeepak.com/tools/top-5-sse-platforms-2026/	2.8%	1	1	This rank
26	ibm.com/think/topics/zero-trust	2.8%	1	1	This rank
27	ibm.com/thought-leadership/institute-business-value/en-us/report/unified-cybersecurity-platform	2.8%	1	1	This rank
28	kaseya.com/blog/best-edr-solutions/	2.8%	1	1	This rank
29	linkedin.com/posts/apica-ab_the-hidden-cost-of-observability-escape-activity-7354541267923451904-IBWw	2.8%	1	1	This rank
30	meriplex.com/why-a-security-focused-msp-is-the-best-choice-for-mid-market-it/	2.8%	1	1	This rank
31	mescomputing.com/news/security/10-hot-cybersecurity-companies-with-midmarket-solutions	2.8%	1	1	This rank
32	oneidentity.com/learn/top-5-privileged-access-management-tools-in-2025.aspx	2.8%	1	1	This rank
33	secpod.com/learn/expressions-and-povs/top-cloud-cspm-vendors-2025	2.8%	1	1	This rank
34	sophos.com/en-us/services/managed-detection-and-response	2.8%	1	1	This rank
35	underdefense.com/blog/siem-solutions-comparison/	2.8%	1	1	This rank
36	veza.com/blog/best-zero-trust-providers/	2.8%	1	1	This rank
37	beyondtrust.com/resources/gartner-magic-quadrant-for-pam	2.8%	2	2	This rank
38	bitlyft.com/resources/cybersecurity-showdown-comparing-the-top-edr-security-solutions	2.8%	2	2	This rank
39	blog.alphahunt.io/ai-driven-edr-showdown-comparative-analysis-and-strategic-forecast-for-us-enterprises-in-2026/	2.8%	2	2	This rank
40	csoonline.com/article/657138/how-to-choose-the-best-cloud-security-posture-management-tools.html	2.8%	2	2	This rank
41	cybersecuritydive.com/news/consolidation-security-tools/738912/	2.8%	2	2	This rank
42	devopsschool.com/blog/top-10-cybersecurity-platforms-in-2025-features-pros-cons-comparison/	2.8%	2	2	This rank
43	guardz.com/blog/best-edr-for-msps/	2.8%	2	2	This rank
44	guardz.com/blog/itdr-tools-for-msp/	2.8%	2	2	This rank
45	microsoft.com/en-us/security/business/security-101/what-is-edr-endpoint-detection-response	2.8%	2	2	This rank
46	octopus.com/blog/comparison-snyk-aqua-security-sysdig	2.8%	2	2	This rank
47	omegasystemscorp.com/insights/blog/what-mid-market-companies-need-from-mssps/	2.8%	2	2	This rank
48	oracle.com/security/what-is-zero-trust/	2.8%	2	2	This rank
49	panaseer.com/resources/blog/cybersecurity-controls-scorecard-behind-the-scenes	2.8%	2	2	This rank
50	rank.ai/index/entities/cybersecurity-platforms-prompt-cybersecurity-total-cost-risk	2.8%	2	2	This rank
51	rippling.com/blog/zero-trust-vendors	2.8%	2	2	This rank
52	snyk.io/product/infrastructure-as-code-security/	2.8%	2	2	This rank
53	technologymatch.com/blog/zscaler-vs-netskope-vs-palo-alto-vs-cato-the-sase-selection-guide-2026	2.8%	2	2	This rank
54	12port.com/blog/top-vendor-privileged-access-management-solutions/	2.8%	3	3	This rank
55	aerospike.com/blog/vendor-lock-in/	2.8%	3	3	This rank
56	atlantsecurity.com/blog/top-cybersecurity-companies	2.8%	3	3	This rank
57	bitlyft.com/resources/the-best-cybersecurity-companies-of-2023-a-comparison	2.8%	3	3	This rank
58	crowdstrike.com/en-us/cybersecurity-101/endpoint-security/extended-detection-and-response-xdr/	2.8%	3	3	This rank
59	decryptiondigest.com/blog/security-vendor-consolidation-strategy	2.8%	3	3	This rank
60	esentire.com/how-we-do-it/use-cases/mid-market-security	2.8%	3	3	This rank
61	gartner.com/reviews/market/cloud-security-posture-management-tools	2.8%	3	3	This rank
62	hexnode.com/blogs/explained/what-is-proof-of-concept-poc-in-cybersecurity/	2.8%	3	3	This rank
63	huntress.com/soc-guide/best-soc-services-for-cybersecurity	2.8%	3	3	This rank
64	jimber.io/blog/cybersecurity-vendor-lock-in/	2.8%	3	3	This rank
65	okta.com/identity-101/zero-trust-framework-a-comprehensive-modern-security-model/	2.8%	3	3	This rank
66	paloaltonetworks.com/cyberpedia/what-is-cloud-detection-and-response-cdr	2.8%	3	3	This rank
67	sentinelone.com/cybersecurity-101/endpoint-security/mdr-providers/	2.8%	3	3	This rank
68	sophos.com/en-us/compare/sophos-vs-arcticwolf	2.8%	3	3	This rank
69	sophos.com/en-us/products/identity-threat-detection-and-response	2.8%	3	3	This rank
70	sysdig.com/ecosystem/snyk	2.8%	3	3	This rank
71	sysdig.com/solutions/infrastructure-as-code-security	2.8%	3	3	This rank
72	trendmicro.com/en_us/what-is/xdr/edr.html	2.8%	3	3	This rank
73	trustradius.com/categories/zero-trust-security-solutions	2.8%	3	3	This rank
74	zscaler.com/zscaler-vs-netskope	2.8%	3	3	This rank
75	bitlyft.com/resources/mdr-providers-rapid7-vs-arcticwolf-vs-bitlyft	2.8%	4	4	This rank
76	blog.cloudflare.com/spotlight-on-zero-trust/	2.8%	4	4	This rank
77	cnicsolutions.com/cybersecurity-threat-protection/best-endpoint-protection-edr-solutions-for-smbs/	2.8%	4	4	This rank
78	community.spiceworks.com/t/top-privilege-access-management-software/693515	2.8%	4	4	This rank
79	crowdstrike.com/en-us/platform/endpoint-security/falcon-insight-xdr/	2.8%	4	4	This rank
80	cybereason.com/platform/endpoint-detection-response-edr	2.8%	4	4	This rank
81	defendify.com/blog/managed-detection-and-response-providers/	2.8%	4	4	This rank
82	gartner.com/reviews/market/application-security-testing/compare/cycode-vs-snyk	2.8%	4	4	This rank
83	gartner.com/reviews/market/security-threat-intelligence-products-and-services	2.8%	4	4	This rank
84	github.blog/news-insights/product-news/announcing-third-party-code-scanning-tools-infrastructure-as-code-and-container-scanning/	2.8%	4	4	This rank
85	heimdalsecurity.com/blog/top-cybersecurity-companies/	2.8%	4	4	This rank
86	island.io/article/security-tool-consolidation	2.8%	4	4	This rank
87	itsvalue.com/what-is-the-impact-of-cloud-vendor-lock-in-on-long-term-costs/	2.8%	4	4	This rank
88	onpage.com/top-5-managed-detection-and-response-services-and-how-to-choose/	2.8%	4	4	This rank
89	ordr.net/blog/best-zero-trust-security-solutions	2.8%	4	4	This rank
90	peerspot.com/categories/cloud-security-posture-management-cspm	2.8%	4	4	This rank
91	reco.ai/compare/top-itdr-tools	2.8%	4	4	This rank
92	reddit.com/r/cybersecurity/comments/1ejznmc/best_cyber_security_solutions_for_small_to/	2.8%	4	4	This rank
93	threatngsecurity.com/glossary/proof-of-concept	2.8%	4	4	Showing
94	zeronetworks.com/resource-center/topics/zero-trust-security-a-complete-guide-to-principles-architecture-and-best-practices	2.8%	4	4	This rank
95	cycode.com/blog/best-cloud-native-application-security-solutions-2026/	2.8%	5	5	This rank
96	fortinet.com/resources/articles/best-cloud-security-providers	2.8%	5	5	This rank
97	fortinet.com/solutions/security-operations	2.8%	5	5	This rank
98	gartner.com/reviews/market/endpoint-protection-platforms	2.8%	5	5	This rank
99	gartner.com/reviews/market/identity-threat-detection-and-response-itdr	2.8%	5	5	This rank
100	gartner.com/reviews/market/security-service-edge/compare/cloudflare-vs-zscaler	2.8%	5	5	This rank
101	logically.com/plans-and-pricing	2.8%	5	5	This rank
102	morphisec.com/blog/best-ransomware-protection-platforms-for-enterprise-security-teams-2026-guide/	2.8%	5	5	This rank
103	paloaltonetworks.com/cyberpedia/ai-soc-tools-comparison	2.8%	5	5	This rank
104	reco.ai/learn/zero-trust-tools	2.8%	5	5	This rank
105	securden.com/blog/top-privileged-access-management-software-tools.html	2.8%	5	5	This rank
106	securityinfowatch.com/cybersecurity/article/55137328/platforms-vs-best-of-breed-solutions-why-not-both	2.8%	5	5	This rank
107	sentinelone.com/cybersecurity-101/cloud-security/infrastructure-as-code-iac-scanning/	2.8%	5	5	This rank
108	stackai.com/insights/the-hidden-costs-of-vendor-lock-in-for-ai-infrastructure	2.8%	5	5	This rank
109	xmcyber.com/blog/best-practices-for-cloud-security-posture-management/	2.8%	5	5	This rank
110	xsoar.pan.dev/docs/reference/packs/palo-alto-networks-cortex-xdr---investigation-and-response	2.8%	5	5	This rank
111	blackduck.com/blog/infrastructure-as-code-scanning-capabilities.html	2.8%	6	6	This rank
112	cloudaware.com/blog/top-cloud-security-posture-management-vendors/	2.8%	6	6	This rank
113	defysecurity.com/mdr-vs-in-house-soc-real-cost-decision-guide/	2.8%	6	6	This rank
114	delinea.com/blog/how-to-find-the-right-privileged-access-management-vendor	2.8%	6	6	This rank
115	huntress.com/itdr-guide/best-itdr-vendors	2.8%	6	6	This rank
116	intezer.com/guides/mdr-providers	2.8%	6	6	This rank
117	mdpi.com/2079-9292/14/11/2252	2.8%	6	6	This rank
118	microsoft.com/en-us/security/business/security-101/what-is-a-security-operations-center-soc	2.8%	6	6	This rank
119	paloaltonetworks.com/cyberpedia/edr-solutions	2.8%	6	6	This rank
120	paloaltonetworks.com/cyberpedia/what-is-endpoint-detection-and-response-edr	2.8%	6	6	This rank
121	sentinelone.com/cybersecurity-101/endpoint-security/edr-solutions/	2.8%	6	6	This rank
122	sentinelone.com/cybersecurity-101/endpoint-security/mdr-software/	2.8%	6	6	This rank
123	underdefense.com/blog/zscaler-alternatives-2025-9-serious-options-when-they-win/	2.8%	6	6	This rank
124	crowdstrike.com/en-us/cybersecurity-101/	2.8%	7	7	This rank
125	eset.com/us/business/services/managed-detection-and-response/	2.8%	7	7	This rank
126	fortinet.com/resources/cyberglossary/what-is-edr	2.8%	7	7	This rank
127	paloaltonetworks.com/cyberpedia/mdr-solutions	2.8%	7	7	This rank
128	redcanary.com/cybersecurity-101/endpoint-security/top-edr-tools/	2.8%	7	7	This rank
129	seceon.com/why-platform-consolidation-often-increases-risk-instead-of-reducing-it/	2.8%	7	7	This rank
130	stelligent.com/2019/12/11/a-devsecops-approach-to-delivering-security-as-code-to-scan-container-images-using-policy-based-compliance-tool-with-aws-ecs/	2.8%	7	7	This rank
131	youtube.com/watch	2.8%	7	7	This rank
132	illumio.com/cybersecurity-101/endpoint-detection-and-rsponse	2.8%	8	8	This rank
133	instagram.com/reel/C6XbIlfLhf4/	2.8%	8	8	This rank
134	levelblue.com/services/managed-detection-and-response	2.8%	8	8	This rank
135	softwareanalyst.substack.com/p/from-pipeline-to-platform-the-cribl	2.8%	8	8	This rank
136	blog.mergify.com/code-security-scanning-tools/	2.8%	9	9	This rank
137	safe.security/resources/insights/consolidate-vendor-risk-tech-stack/	2.8%	9	9	This rank
138	sentinelone.com/platform/endpoint-security/	2.8%	9	9	This rank

Some explanation inputs are unavailable Missing: publicFrozenEvidence, comparablePriorRanking.

Published rank: #93
Score: 2.778 percent
Sample size: 36

100% confidence · 41% component coverage · as of Aug 10, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/17 evidenced

Components contributing to threatngsecurity.com/glossary/proof-of-concept's rank
Component	Value	Weight	Contribution	Evidence	Status
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answerDenominator	36	Unavailable	36	0	unavailableno_public_frozen_evidence
canonicalHostname	threatngsecurity.com	Unavailable	—	0	unavailableno_public_frozen_evidence
canonicalPageUrl	https://threatngsecurity.com/glossary/proof-of-concept	Unavailable	—	0	unavailableno_public_frozen_evidence
engineDenominator	3	Unavailable	3	0	unavailableno_public_frozen_evidence
positionDenominator	1	Unavailable	1	0	unavailableno_public_frozen_evidence
positionNumerator	4	Unavailable	4	0	unavailableno_public_frozen_evidence
promptDenominator	12	Unavailable	12	0	unavailableno_public_frozen_evidence
public prompt page answer coverage	2.777778	100%	2.778	1	available
public prompt page best position	4	0%	0	1	available
public prompt page cited answer count	1	0%	0	1	available
public prompt page engine breadth	1	0%	0	1	available
public prompt page mean position	4	0%	0	1	available
public prompt page median position	4	0%	0	1	available
public prompt page prompt breadth	1	0%	0	1	available
queryStringsPublished	0	Unavailable	—	0	unavailableno_public_frozen_evidence
sourceVisibilityOnly	1	Unavailable	—	0	unavailableno_public_frozen_evidence

WHY IT MOVED

new since prior snapshot

No rank delta

no_prior_published_snapshot

No component moved since the prior snapshot.

PRIMARY EVIDENCE

Source trail

7 public records

Cited-answer coveragepublic prompt page answer coverage · observed Aug 10, 2026, 12:00 AM UTC2.778 percent100% confidence
Source
Rank.ai Cybersecurity Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
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Open primary evidence ↗
Best citation positionpublic prompt page best position · observed Aug 10, 2026, 12:00 AM UTC4 position100% confidence
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Rank.ai Cybersecurity Platforms Prompt Benchmark
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Most cited pages in Cybersecurity platforms answers

threatngsecurity.com/glossary/proof-of-concept

Component ledger

new since prior snapshot

Source trail