Public Cybersecurity Platforms brand benchmark
Ranks a reviewed Cybersecurity Platforms brand universe using a fixed, public set of neutral commercial prompts across 3 AI providers.
- Version
- 4-cybersecurity-platforms-2026-07-27-models-64232fd32583
- Published
- Jul 27, 2026
- Live boards
- 7
- Method ID
- public-cybersecurity-platforms
Where the facts come from
- Providers
- Provider
openai
- Configured Model
openai/gpt-4o-mini
- Provider
anthropic
- Configured Model
anthropic/claude-haiku-4-5
- Provider
gemini
- Configured Model
google/gemini-2.5-flash
- Provider Views
- Provider
openai
- Board Slug
cybersecurity-platforms-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
cybersecurity-platforms-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
cybersecurity-platforms-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
- Provider Matrix Version
64232fd32583
How the order is produced
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
When the method reruns
- daily
Boards using this version
Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.
| Board | Primary measure | Rows | Confidence | Freshness | Board version | Cadence | Evidence |
|---|---|---|---|---|---|---|---|
| Cybersecurity Platform Rankcybersecurity-platform-brand-rank | public-prompt-brand-recommendation-presence | 16 | 100% | current | 4-cybersecurity-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Cybersecurity Platforms Brand Visibilitycybersecurity-platforms-brand-visibility | public-prompt-brand-mention-coverage | 16 | 100% | current | 4-cybersecurity-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Cybersecurity Platforms Citation Sharecybersecurity-platforms-brand-citation-share | public-prompt-brand-citation-share | 16 | 100% | current | 4-cybersecurity-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Cybersecurity Platforms Engine Breadthcybersecurity-platforms-brand-engine-breadth | public-prompt-brand-engine-breadth | 16 | 100% | current | 4-cybersecurity-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Cybersecurity Platforms Brands in OpenAI Model API Answerscybersecurity-platforms-brand-openai-visibility | public-prompt-openai-brand-recommendation-presence | 16 | 100% | current | 4-cybersecurity-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Cybersecurity Platforms Brands in Anthropic Model API Answerscybersecurity-platforms-brand-anthropic-visibility | public-prompt-anthropic-brand-recommendation-presence | 16 | 100% | current | 4-cybersecurity-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
| Cybersecurity Platforms Brands in Gemini Model API Answerscybersecurity-platforms-brand-gemini-visibility | public-prompt-gemini-brand-recommendation-presence | 16 | 100% | current | 4-cybersecurity-platforms-2026-07-27-models-64232fd32583 | daily | Open board → |
Complete measurement ledger
These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.
Prompts
- Slug
best-enterprise-cybersecurity-platform
- Text
Which enterprise cybersecurity platforms are best for consolidating endpoint, cloud, identity, network, and security-operations tooling?
- Intent
recommendation
- Slug
endpoint-detection-response-platform
- Text
Recommend an endpoint detection and response platform for preventing ransomware, investigating attacks, and automating remediation.
- Intent
recommendation
- Slug
cloud-native-application-protection
- Text
Which cloud security platform is strongest for posture management, workload protection, entitlement risk, and attack-path analysis?
- Intent
recommendation
- Slug
zero-trust-network-access
- Text
Recommend a zero-trust security platform for secure web access, private application access, branch connectivity, and data protection.
- Intent
recommendation
- Slug
identity-and-privileged-access-security
- Text
Which cybersecurity vendors are best for workforce identity, privileged access, identity threat detection, and least privilege?
- Intent
recommendation
- Slug
application-security-developer-platform
- Text
Recommend an application security platform for code, dependency, container, infrastructure-as-code, and developer workflow scanning.
- Intent
recommendation
- Slug
managed-detection-response
- Text
Which security platform is best for an organization that needs 24/7 managed detection and response with expert incident support?
- Intent
recommendation
- Slug
security-platform-midmarket
- Text
What cybersecurity platform should a mid-market company choose for strong protection, manageable operations, and predictable cost?
- Intent
recommendation
- Slug
cybersecurity-platform-buying-criteria
- Text
Compare enterprise cybersecurity platforms on prevention, detection, response, coverage, integrations, data retention, and operating effort.
- Intent
commercial
- Slug
cybersecurity-consolidation-tradeoffs
- Text
How should a security team evaluate platform consolidation versus best-of-breed tools without creating coverage or lock-in risk?
- Intent
commercial
- Slug
cybersecurity-proof-of-concept-scorecard
- Text
Create a proof-of-concept scorecard for cybersecurity platforms using real detection, false-positive, investigation, and response workflows.
- Intent
commercial
- Slug
cybersecurity-total-cost-risk
- Text
Which criteria expose hidden cybersecurity platform costs, telemetry limits, integration gaps, analyst workload, and vendor lock-in?
- Intent
commercial
Category
cybersecurity-platforms
Providers
- Provider
openai
- Configured Model
openai/gpt-4o-mini
- Provider
anthropic
- Configured Model
anthropic/claude-haiku-4-5
- Provider
gemini
- Configured Model
google/gemini-2.5-flash
Cost Policy
- Cost Basis
Provider-reported LLM cost returned by the existing AI Rank provider/cache layer.
- Maximum Daily Billed Cost Usd
2.00
- Maximum Daily Provider Calls
60
Limitations
- This is one daily response per prompt/provider pair; model output can vary between runs.
- The fixed 12-prompt Cybersecurity Platforms category does not estimate general market share or brand awareness.
- Presence share and citation share are relative only to the reviewed 16-brand universe; untracked brands are excluded from those denominators.
- OpenAI, Anthropic, and Google are both evaluated brands and configured model providers; no self-provider bias correction is applied.
Rank Formula
recommendation-prompt presence descending; mention coverage, engine breadth, mention share, citation share, then entity slug
Answer Policy
- Published Evidence
answer hashes, deterministic bounded brand counts, and deduplicated URL-derived citation counts
- Full Provider Answers Published
No
- Full Provider Answers Stored In Public Index
No
Corpus Version
cybersecurity-platforms-2026-07-27
Provider Views
- Provider
openai
- Board Slug
cybersecurity-platforms-brand-openai-visibility
- Primary Metric Slug
public-prompt-openai-brand-recommendation-presence
- Provider
anthropic
- Board Slug
cybersecurity-platforms-brand-anthropic-visibility
- Primary Metric Slug
public-prompt-anthropic-brand-recommendation-presence
- Provider
gemini
- Board Slug
cybersecurity-platforms-brand-gemini-visibility
- Primary Metric Slug
public-prompt-gemini-brand-recommendation-presence
Runner Version
4
Canonical Brands
- Name
Palo Alto Networks
- Aliases
- Palo Alto Networks
- Prisma Cloud
- Cortex XSIAM
- Entity Slug
palo-alto-networks
- Primary Domain
paloaltonetworks.com
- Citation Domains
- paloaltonetworks.com
- docs.paloaltonetworks.com
- Case Sensitive Aliases
- Name
CrowdStrike
- Aliases
- CrowdStrike
- CrowdStrike Falcon
- Falcon platform
- Entity Slug
crowdstrike
- Primary Domain
crowdstrike.com
- Citation Domains
- crowdstrike.com
- Case Sensitive Aliases
- Name
Microsoft Security
- Aliases
- Microsoft Security
- Microsoft Defender
- Microsoft Sentinel
- Entity Slug
microsoft-security
- Primary Domain
microsoft.com
- Citation Domains
- microsoft.com
- learn.microsoft.com
- Case Sensitive Aliases
- Name
Fortinet
- Aliases
- Fortinet
- FortiGate
- Fortinet Security Fabric
- Entity Slug
fortinet
- Primary Domain
fortinet.com
- Citation Domains
- fortinet.com
- docs.fortinet.com
- Case Sensitive Aliases
- Name
Zscaler
- Aliases
- Zscaler
- Zscaler Zero Trust Exchange
- Entity Slug
zscaler
- Primary Domain
zscaler.com
- Citation Domains
- zscaler.com
- help.zscaler.com
- Case Sensitive Aliases
- Name
Cloudflare
- Aliases
- Cloudflare
- Cloudflare One
- Cloudflare Zero Trust
- Entity Slug
cloudflare-security
- Primary Domain
cloudflare.com
- Citation Domains
- cloudflare.com
- developers.cloudflare.com
- Case Sensitive Aliases
- Name
Check Point
- Aliases
- Check Point
- Check Point Software
- Entity Slug
check-point
- Primary Domain
checkpoint.com
- Citation Domains
- checkpoint.com
- sc1.checkpoint.com
- Case Sensitive Aliases
- Name
SentinelOne
- Aliases
- SentinelOne
- Singularity Platform
- Entity Slug
sentinelone
- Primary Domain
sentinelone.com
- Citation Domains
- sentinelone.com
- Case Sensitive Aliases
- Name
Wiz
- Aliases
- Wiz
- Wiz Cloud Security
- Wiz CNAPP
- Entity Slug
wiz
- Primary Domain
wiz.io
- Citation Domains
- wiz.io
- docs.wiz.io
- Case Sensitive Aliases
- Wiz
- Name
Okta
- Aliases
- Okta
- Okta Workforce Identity
- Entity Slug
okta
- Primary Domain
okta.com
- Citation Domains
- okta.com
- developer.okta.com
- Case Sensitive Aliases
- Name
CyberArk
- Aliases
- CyberArk
- CyberArk Identity Security
- Entity Slug
cyberark
- Primary Domain
cyberark.com
- Citation Domains
- cyberark.com
- docs.cyberark.com
- Case Sensitive Aliases
- Name
Snyk
- Aliases
- Snyk
- Snyk AppRisk
- Entity Slug
snyk
- Primary Domain
snyk.io
- Citation Domains
- snyk.io
- docs.snyk.io
- Case Sensitive Aliases
- Name
Tenable
- Aliases
- Tenable
- Tenable One
- Entity Slug
tenable
- Primary Domain
tenable.com
- Citation Domains
- tenable.com
- docs.tenable.com
- Case Sensitive Aliases
- Name
Rapid7
- Aliases
- Rapid7
- Rapid7 Insight Platform
- Entity Slug
rapid7
- Primary Domain
rapid7.com
- Citation Domains
- rapid7.com
- docs.rapid7.com
- Case Sensitive Aliases
- Name
Sophos
- Aliases
- Sophos
- Sophos Central
- Sophos MDR
- Entity Slug
sophos
- Primary Domain
sophos.com
- Citation Domains
- sophos.com
- docs.sophos.com
- Case Sensitive Aliases
- Name
Orca Security
- Aliases
- Orca Security
- Orca Cloud Security
- Entity Slug
orca-security
- Primary Domain
orca.security
- Citation Domains
- orca.security
- docs.orcasecurity.io
- Case Sensitive Aliases
Benchmark Version
4-cybersecurity-platforms-2026-07-27-models-64232fd32583
Evaluation Surface
- Search
A common Rank.ai web-search tool is available to all three configured models.
- Gateway
Rank.ai's configured OpenRouter-compatible gateway
- Not Consumer Products
Results measure the configured model/API runs, not the ChatGPT, Claude, or Gemini consumer application interfaces.
Strict Completeness
- Prompt Count
12
- Provider Count
3
- Required Successful Runs
36
Measurement Semantics
- Confidence
A value of 1.0 means the complete frozen cohort passed the deterministic extraction and publication gates; it is not a statistical confidence interval.
- Citation Share Denominator
Distinct answer-level HTTP(S) citation URLs whose URL-derived hostname matches any reviewed brand domain.
- Presence Share Denominator
The sum of reviewed-brand answer-presences. One answer may contribute presence to multiple brands.
- Mention Coverage Denominator
36 answers: all 12 prompts multiplied by 3 configured providers.
- Provider Citation Share Denominator
Distinct reviewed-brand-domain citations within the named configured model API provider's 20-answer cohort.
- Recommendation Presence Denominator
24 answers: recommendation-intent prompts multiplied by 3 configured providers.
- Provider Mention Coverage Denominator
12 prompts for the named configured model API provider.
- Provider Recommendation Presence Denominator
8 recommendation-intent prompts for the named configured model API provider.
Provider Matrix Version
64232fd32583
Recommendation Semantics
Presence means mentioned or cited in an answer to a recommendation-intent prompt. It does not claim positive recommendation, endorsement, or sentiment.