Every week we ask ChatGPT, Claude and Gemini the questions real UK consumers ask about security software & vpns — and record exactly which brands they put forward. Right now, Bitdefender owns the conversation.
0 AI answers this run · 0 brands named · measured, never estimated
Named in 35% of security software & vpns answers, typically in position 2.6. Microsoft Defender follows at 33%, Norton at 33%.
Visibility is the share of answers naming the brand; citation share is its slice of all brand-owned pages cited; read→cited is how often its pages convert a read into a citation.
| # | Brand | Visibility | Avg. position | Citation share | Read→cited |
|---|---|---|---|---|---|
| 1 | Bitdefender | 35% | 2.6 | 7% | 25% |
| 2 | Microsoft Defender | 33% | 1.8 | 19% | 18% |
| 3 | Norton | 33% | 2.2 | 14% | 31% |
| 4 | McAfee | 22% | 2.8 | 2% | 100% |
| 5 | Avast | 18% | 3.5 | 5% | 20% |
| 6 | BitLocker | 13% | 2.6 | 0% | — |
| 7 | Experian | 10% | 1.0 | 0% | 0% |
| 8 | Equifax | 10% | 2.0 | 0% | — |
| 9 | FileVault | 10% | 4.0 | 9% | 20% |
| 10 | ESET | 10% | 5.0 | 7% | 40% |
| 11 | age | 8% | 2.8 | 0% | — |
| 12 | TransUnion | 8% | 3.0 | 0% | — |
| 13 | Google Family Link | 7% | 2.0 | 9% | 75% |
| 14 | 1Password | 7% | 2.8 | 0% | — |
| 15 | Cifas | 7% | 4.3 | 5% | 9% |
Being named is visibility. Underneath it, every answer describes a brand in three ways — how much it stands out, how much it belongs, and how much it is returned to. In security software & vpns, 1Password leads attraction at 128 against AVG at 76, indexed on the category at 100.
Each whorl lights one ring per index threshold cleared. See the full security software & vpns desire edition →
The independent sources AI models cite when answering security software & vpns questions — the places a brand needs to be seen, reviewed and ranked.
When Claude or ChatGPT opens a brand's own pages while answering, does the page make the cited-sources list? Google Family Link converts 75% of reads; Cifas just 9%. That gap is a content problem, not a visibility problem.
| # | Brand | Visibility | Avg. position | Citation share | Read→cited |
|---|---|---|---|---|---|
| 1 | Bitdefender | 35% | 2.6 | 7% | 25% |
| 2 | Microsoft Defender | 33% | 1.8 | 19% | 18% |
| 3 | Norton | 33% | 2.2 | 14% | 31% |
| 4 | McAfee | 22% | 2.8 | 2% | 100% |
| 5 | Avast | 18% | 3.5 | 5% | 20% |
| 6 | BitLocker | 13% | 2.6 | 0% | — |
| 7 | Experian | 10% | 1.0 | 0% | 0% |
| 8 | Equifax | 10% | 2.0 | 0% | — |
| 9 | FileVault | 10% | 4.0 | 9% | 20% |
| 10 | ESET | 10% | 5.0 | 7% | 40% |
| 11 | age | 8% | 2.8 | 0% | — |
| 12 | TransUnion | 8% | 3.0 | 0% | — |
| 13 | Google Family Link | 7% | 2.0 | 9% | 75% |
| 14 | 1Password | 7% | 2.8 | 0% | — |
| 15 | Cifas | 7% | 4.3 | 5% | 9% |
Ask about security software & vpns and the brand you are shown depends on the assistant: Claude → Bitdefender, Gemini → Bitdefender, ChatGPT → Microsoft Defender. Their top-five lists share just 38% of names.
Brands whose visibility swings most between models — the bar per model, widest gap on the right.
| Brand | Claude | Gemini | ChatGPT | Spread |
|---|---|---|---|---|
| BitLocker | 0% | 10% | 30% | 30pp |
| Microsoft Defender | 20% | 35% | 45% | 25pp |
| FileVault | 0% | 10% | 20% | 20pp |
| Bitdefender | 40% | 40% | 25% | 15pp |
| McAfee | 20% | 30% | 15% | 15pp |
| 1Password | 5% | 15% | 0% | 15pp |
| TransUnion | 0% | 15% | 10% | 15pp |
| age | 0% | 10% | 15% | 15pp |
| Norton | 30% | 40% | 30% | 10pp |
| Equifax | 5% | 15% | 10% | 10pp |
Every page AI opened while answering, classified by what kind of page it is. How-to guides supply the most citations; pricing convert best — 100% of the ones models opened were actually cited.
| Page type | Cited | Read but not cited | Conversion |
|---|---|---|---|
| How-to guides | 81 | 5 | 94% |
| Editorial | 38 | 13 | 75% |
| Comparisons | 33 | 6 | 85% |
| Listicles | 15 | 2 | 88% |
| pricing | 9 | 0 | 100% |
| Product pages | 9 | 3 | 75% |
| Community threads | 8 | 6 | 57% |
| Other | 3 | 14 | 18% |
Of the security software & vpns pages models actually opened, how much more often each feature's pages ended up in the cited sources. Structured data is worth 18 percentage points; hard statistics pages fare 19pp worse. Measured within the read population, so selection can't flatter it.
| Feature | Pages with | Cited % | Pages without | Cited % | Difference |
|---|---|---|---|---|---|
| Structured data | 218 | 81% | 64 | 63% | +18pp |
| Answer up front | 145 | 83% | 137 | 70% | +13pp |
| Named author | 153 | 78% | 129 | 75% | +3pp |
| Comparison table | 89 | 75% | 193 | 77% | -2pp |
| Updated this year | 155 | 75% | 127 | 78% | -2pp |
| Hard statistics | 82 | 63% | 200 | 82% | -19pp |
Readiness scores each brand's own pages on the structure models reward — a direct answer up front, tables, hard numbers, named authors, structured data, recency, specifications. Cryptomator is the widest gap: well-built pages that still aren't converting into citations.
| Brand | Readiness | Pages cited | Pages profiled |
|---|---|---|---|
| Norton | 39 | 86% | 7 |
| Cryptomator | 35 | 17% | 6 |
| Bitdefender | 33 | 100% | 3 |
| Avast | 33 | 67% | 3 |
| ESET | 29 | 100% | 3 |
| F-Secure | 25 | 33% | 3 |
| Microsoft Defender | 24 | 78% | 9 |
| Kaspersky | 21 | 100% | 3 |
| Google Family Link | 4 | 100% | 3 |
Readiness is the share of eight measurable structural signals present on a brand's profiled pages. It is a build-quality measure, not a ranking of the brand.
Read straight off the pages AI cited: the consumer questions cited content answers most often. Content that fails to settle these is content models have no reason to quote.
Method: 20 unbranded consumer prompts per category, spread across the buying journey, run weekly against ChatGPT, Claude and Gemini. Read→cited uses Claude and ChatGPT only (Gemini does not separate the two). Correlational observations of model behaviour at the time of the run. Data from the run completed Tue, 01 Sep 2026 13:43:55 GMT.