Every category where a model named Reflectiz for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Client-side protection	Security operations	11%	2 of 120	19%	32	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Reflectiz yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Reflectiz across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	1	0	1
GPT-5.4 mini	0	0	0	0	0
Gemini 3.5 Flash	1	2	0	0	3
Perplexity Sonar	0	1	1	0	2
Grok 4.20	0	2	1	1	4
Mistral Small	1	1	0	0	2
DeepSeek V4 Flash	2	1	0	2	5
Llama 4 Maverick	0	0	1	0	1
Qwen 3.7 Flash	0	1	0	1	2
Kimi K2	0	2	2	0	4
GLM 4.7 FlashX	0	1	0	0	1
MiniMax M2.5	0	1	1	1	3
GPT-6 Luna	0	1	0	0	1
Muse Glimmer 30B	1	1	0	1	3

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct7 labels3

Paraphrase20 labels8

Comparative23 labels3not counted in share

Budget-constrained6 labels1

Scale-constrained5 labels1

Negative23 labelsNone

First choiceAlternativeMentionNegative84 labels in all, every segment counted; 13 of the 16 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“If your engineers are heavily constrained, look at an agentless scanner (like Reflectiz) which can be spun up in hours with zero code changes.” Gemini 3.5 Flash · Client-side protection · scale prompt · first choice

“or Reflectiz if you want the fastest, lowest-effort deployment with strong supply-chain visibility and no code changes” DeepSeek V4 Flash · Client-side protection · direct prompt · first choice

“Reflectiz's fully remote synthetic monitoring is often the lowest-friction starting point” Muse Glimmer 30B · Client-side protection · paraphrase prompt · first choice

“Top Recommendation: Reflectiz (with c/side as a strong runner-up)” DeepSeek V4 Flash · Client-side protection · paraphrase prompt · first choice

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Tools to Avoid on a Tight Budget - Reflectiz, Feroot, DomDog, Jscrambler” DeepSeek V4 Flash · Client-side protection · budget prompt · hard negative

“solutions from vendors like JScrambler, Reflectiz, Source Defense, and Human Security ... often fail to block the majority of sophisticated e-skimming attacks” Qwen 3.7 Flash · Client-side protection · negative prompt · soft negative

“Popular vendors include Human Security, SourceDefense, JScrambler, and Reflectiz. ... JS agents detect behavior after a script has already executed.” Muse Glimmer 30B · Client-side protection · negative prompt · soft negative

“Vendors to be cautious about: HUMAN Security, SourceDefense, Jscrambler, and Reflectiz (when used solely for "in-browser" protection).” DeepSeek V4 Flash · Client-side protection · negative prompt · soft negative

Named alongside

The products named in the same answers as Reflectiz, over the 84 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Reflectiz was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Jscrambler Webpage Integrity54 of 843Compare →

Source Defense47 of 844Compare →

cside39 of 8413Compare →

Imperva Client-Side Protection30 of 843Compare →

Feroot PaymentGuard30 of 842Compare →

HUMAN Security29 of 842Not among the top eight

Cloudflare Page Shield21 of 841Not among the top eight

Feroot Security18 of 845Not among the top eight

c/side13 of 845Not among the top eight

DomDog11 of 841Not among the top eight

A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Reflectiz. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 84 of the 84 answers that named Reflectiz and are not a share of its labels.

Domains cited

cside.com78

g2.com51

sourceforge.net48

reflectiz.comYour site44

startupstash.com36

feroot.com32

us.fitgap.com32

slashdot.org28

geeksframework.com27

topbusinesssoftware.com24

356 of the 400 domain citations in answers naming Reflectiz came from somebody else's page.

Pages cited

cside.com/blog/top-client-side-security-tools-full-guide56

startupstash.com/top-client-side-protection-tools36

g2.com/categories/client-side-protection32

geeksframework.com/software/client-side-protection-solutions27

reflectiz.com/blog/pci-dss-6-4-3-11-6-1-solution-comparison27

sourceforge.net/software/client-side-protection22

cside.com/blog/solution-comparison-pci-dss-6-4-3-and-11-6-119

sansec.io/research/client-side-security19

Pages are listed as the models cited them.

Search and answers

reflectiz.com is not in Google's top ten for any of the category's searches. In the answers, Reflectiz takes 11% of first choices and cside takes 13%.

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In search

Google, US estimates

Position for “client-side protection tool”

–

not in the top ten

Position for “client-side protection tools”

–

not in the top ten

Searches for its name, Google: 320 a month (“reflectiz”)
AI search demand for its name, est.: 0 a month
Organic visits to its site: about 1,811 a month
Searches its site ranks for: 722 · 8 in the top three
Sites linking to it: 1,270
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

29 ads · 25 text, 4 video · 26 shown in the last 30 days

First shown February 2022, as LTD REFLECTIZ, verified. Ads started 2025-11 to 2026-10: 14 in the year, 15 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

11%

rank 2 of 120 in client-side protection

Segment leader

13%

cside

First choices: 13 across its categories
Named in: 84 answers
Its own site cited: in 84 of the answers that named it

Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

What it publishes

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Addresses on reflectiz.com

531

subdomains included

Content

384

counted in the table below

Documentation

Product · Integration

12 · 0

Kind	Pages	Last 90 days	Latest	Categories named
Blog	278	24	2026-09-28	GRC
Conference or event	28	5	2026-09-15
Case study	27	4	2026-09-23
Webinar or virtual event	25	4	2026-07-30
Comparison	16	1	2026-09-14
Report or ebook	4	0	2026-06-13
Template or tool	4	0	2023-09-06
Glossary or explainer	2	0	2023-01-16

Most recent

2026-09-28Most secure browsers blog
2026-09-23Uk travel technology pci case study case study
2026-09-22Magento stylesmuggler cve 2026 75650 blog
2026-09-16Founders case study webinar case study
2026-09-15Owasp appsec israel 2026 conference or event
2026-09-14Reflectiz vs horizon3 comparison

How it is countedHide how it is counted

Every page reflectiz.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.

Follow Reflectiz

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Reflectiz is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: the AI-powered web exposure management platform
reflectiz.com
For: Security, Privacy, Marketing, Digital and Compliance teams
reflectiz.com
Free plan or trial: Try for free reflectiz.com
Certifications: ISO 27001 certified information security managementPCI Security Standards Council Principal Participating Organization (PPO)
Customers named: Cox CommunicationsLeeds UnitedVillage RoadshowDAZNApexx GlobalCastoreBroadway Gaminglastminute.com
Not stated on the pages read: Price, starting price, integrations, hosting

What Reflectiz's own pages state, read October 5, 2026: reflectiz.com, reflectiz.com/plans, reflectiz.com/platform, reflectiz.com/customers, reflectiz.com/partners. A claimed page can correct any of them.

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Reflectiz's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Reflectiz, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Reflectiz by email, built from the raw record of the edition. It shows:

where Reflectiz is named, by buyer and by framing, and which cells hold its first choices;
the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
its vocabulary against the segment leader's, and the pages the models cited;
who was chosen in the answers that did not name Reflectiz, and every reason the record gives;
a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
one page of published figures cleared to show a buyer.

Badges

Wins only: a badge exists where Reflectiz is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.

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Reflectiz is among the products AI models recommend first in Client-side protection this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges

Show the code

<a href="https://it-ai-index.com/security/client-side-protection/"><img src="https://it-ai-index.com/badges/2026-10/reflectiz--client-side-protection-wide.svg" alt="Among AI models' top three in Client-side protection, October 2026 Edition, IT AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Client-side protection standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides

Show the code

<a href="https://it-ai-index.com/security/client-side-protection/"><img src="https://it-ai-index.com/badges/2026-10/reflectiz--client-side-protection-square.svg" alt="Among AI models' top three in Client-side protection, October 2026 Edition, IT AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Client-side protection standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer

Show the code

<a href="https://it-ai-index.com/security/client-side-protection/"><img src="https://it-ai-index.com/badges/2026-10/reflectiz--client-side-protection-compact.svg" alt="Among AI models' top three in Client-side protection, October 2026 Edition, IT AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Client-side protection standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.