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Control the security shortlist before evaluation starts.

See who AI recommends by stack, threat, framework and industry. Trace the sources, catch stale technical claims and give product marketing the next move.

See every shortlist you’re on.

Buyers ask the same thing a hundred ways, and each question gets its own picks. Track the questions that matter and see how far you are from the top.

Endpoint protection

Ciphren Security 1st, in 36 of 40

AWS security

Ciphren Security 1st, in 37 of 40

Cloud security

Ciphren Security 2nd, in 31 of 40

Healthcare security

Ciphren Security 2nd, in 30 of 40

Identity threats

Ciphren Security 4th, in 21 of 40

Endpoint security

Ciphren Security 4th, in 14 of 40

  • Ciphren Security
  • Rivals
  • Your gap to first

40 AI answers per question. Height shows how many named each brand.

Explore the evidence

Give AI a reason to pick you.

Trakkr reads the pages behind every pick. When AI can’t find what it needs, Trakkr writes the fix and ships it once you approve.

  • You approve every change
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Bastivex

Endpoint defence

38of 40

Why AI picks it

  • Explains clinical deploymentBastivex example page
  • Lists supported systemsBastivex example guide
ChatGPT says

“Explains deployment on clinical devices.”

Fix ready1 of 3
ciphren-security.test

Show healthcare endpoint support. Verify the details with the team before publishing.

Ciphren Security

Endpoint security

14of 40
  • Healthcare deployment details are missing.Ciphren Security example page
“Best endpoint protection for a mid-size healthcare company”40 answers

Follow every pick to your site.

Connect Google Analytics to see AI referral visits and landing pages. Recorded conversions depend on the events and values configured in your property.

30 days · AI referral visits

Endpoint security

/services
214 visits
214 AI visitsExample fix

Services and fit

/solutions
96 visits
96 AI visits

About the team

/about
141 visits
141 AI visits

Contact

/contact
118 visits
118 AI visits

AI referral visits

30-day total
569 visitsFour landing pages · Illustrative AI referrals

Mini bars show 30 days of AI visits.

Google Analytics attribution

Illustrative cybersecurity companies example. All providers, products, answers, counts and results in this demo are fictional. Verify facts before using an example draft. Industry-specific evidence and measurement caveats follow below.

AI search for cybersecurity companies, explained.

AI search for cybersecurity companies is the process of measuring whether a vendor is named, ranked and cited when buyers ask detailed questions about threats, architecture, cloud platforms, frameworks, industries and operating fit. Trakkr keeps each prompt, answer, cited source, capability claim and market segment together. Product marketing teams can see where technical documentation, public guidance, reviews, practitioner discussion and comparison evidence support the shortlist, where they conflict, and what work should happen next without inventing certifications, detection rates, integrations, analyst positions, customer proof or compliance guarantees.

Category, stack, threat, framework and industry

Tracked across
  • ChatGPT
  • Google
  • Perplexity
  • Gemini
Security shortlist signal
Healthcare · 1,500 staff · Microsoft 365

Security buyer asks

Best endpoint protection for a mid-size healthcare company

Security shortlist signal

Ciphren Security is named, but thin deployment proof and an older framework mapping leave the fictional vendor behind three alternatives.

#4Position

Product docs

Current

Framework map

Stale

Peer proof

Thin

Product marketing action

Publish an operations-reviewed deployment guide, refresh the public framework mapping and add verifiable implementation evidence for this buyer profile.

Ciphren Security, every alternative and every measurement are fixed illustrative data.

The answer sets the security evaluation.

Technical truth, authority and practitioner trust shape the shortlist before a vendor controls the conversation.

01

The shortlist

Evaluation starts inside the answer.

A buyer can move from a stack or threat question to three named vendors before opening a comparison grid. Missing that first answer means joining the deal after the criteria have formed.

02

Technical truth

One stale claim weakens the whole category case.

Coverage, platform support and deployment detail change quickly. Trakkr separates a current product fact from a dated comparison page or an unsupported summary.

03

Authority

Public guidance defines the buyer language.

NIST, CISA, MITRE, cloud providers and sector guidance describe outcomes and responsibilities. Vendor documentation must meet that language without implying endorsement.

04

Practitioner trust

Claims face a second review in public.

Peer reviews, security press and practitioner communities add operating context around effort, fit and limitations. A product page alone cannot carry every part of the recommendation.

Open the full readout.

Switch views to see how Trakkr breaks down visibility for cybersecurity companies, from the market to the work that moves it.

Ciphren SecurityExample readout

Read the market by stack, threat and framework.

A category score becomes useful when product marketing can see which buying arena is strong, weak or running on stale proof.

Ciphren Security Security (fictional)

Five buying arenas · endpoint, cloud, identity, healthcare and zero trust evaluation demand

Ciphren Security, every alternative and every measurement are fixed illustrative data.

Portfolio visibility
61
+1.7 points over 30 days
Citation coverage
66%
Owned and independent evidence
Claim support
68%
Tracked public facts and claims

Endpoint protection

Mid-size enterprise · Microsoft 365 · Windows and macOS

67

+3.2

Rank
#4
Citations
71%
Claim support
76%

Core documentation is current, while deployment effort and mixed-device support lack self-contained proof for this company size.

Cloud-native application protection

AWS-first teams · CNAPP · containers · infrastructure as code

74

+4.8

Rank
#2
Citations
82%
Claim support
69%

Architecture content is strong, but two comparison pages describe the AWS coverage boundary differently from the current documentation.

Identity attack risk

Hybrid workforce · Identity posture · access risk · response

48

-5.4

Rank
#6
Citations
43%
Claim support
51%

The category page uses broad prevention language while public technical pages do not explain the verified identity signals or response workflow.

Healthcare security

US healthcare · Endpoint · identity · ePHI risk context

55

-1.9

Rank
#5
Citations
58%
Claim support
63%

The site discusses healthcare needs but does not clearly separate product capability from the customer's own HIPAA risk analysis and safeguards.

Zero trust programmes

Regulated enterprise · Identity · device · network · workload · data

69

+2.6

Rank
#3
Citations
77%
Claim support
81%

CISA-aligned education is useful, while the product boundary across the five pillars needs a clearer public capability map.

Attention

Identity-risk prompts are dropping because the public category claim is broader than the technical evidence. The AWS comparison set also needs one approved coverage boundary before more pages repeat the mismatch.

Illustrative public peer set: CrowdStrike, Palo Alto Networks, SentinelOne, Wiz. These public names are examples only. They are not Trakkr customers, and no measurements about them appear on this page.

View 1 of 6

Keep the claim attached to its evidence.

The category model preserves the prompt, source, capability boundary, approval owner and public truth constraint.

  1. 01Define the buying map

    Build prompt sets by category, stack, threat, framework, industry, company size and evaluation stage.

  2. 02Capture the shortlist

    Record whether the vendor appears, its position, named alternatives and the cited source set for each engine.

  3. 03Resolve the claim

    Attach each answer statement to current documentation, an owner and the exact scope the source supports.

  4. 04Read the authority graph

    Separate vendor evidence from public frameworks, cloud guidance, reviews, publishers and practitioner discussion.

  5. 05Route and recheck

    Create a product-marketing action with the observed gap, approval path and answer signal to measure again.

Ciphren Security, all fictional alternatives, prompts, scores, positions, citations and findings in this product preview are fixed illustrative data. Public peer names appear only as an illustrative category set, with no measurements or customer implication. Trakkr does not verify or invent certifications, detection rates, breach claims, integrations, vulnerability coverage, analyst positions, customer evidence or compliance guarantees. Public sources explain the buyer language and source ecosystem; they do not endorse a vendor.

Questions, answered.

What cybersecurity teams ask before a first report.

It means knowing whether AI answers name, rank and cite the vendor for a precise stack, threat, framework, industry and buyer need. A useful measurement keeps the prompt, position, alternative, citations and supported claim together.

Ask anything elseAsk anything else

The Agent answers from our docs, methods and pricing, and links to the source.

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Every question your buyers askchecked daily in eight AI models