Opticians & Eyecare,
according to AI
Every week we ask ChatGPT, Claude and Gemini the questions real UK consumers ask about opticians & eyecare — and record exactly which brands they put forward. Right now, Specsavers owns the conversation.
0 AI answers this run · 0 brands named · measured, never estimated
Specsavers is the default answer.
Named in 27% of opticians & eyecare answers, typically in position 1.7. Tesco Opticians follows at 20%, Vision Express at 20%.
Every brand AI names, ranked.
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 | Specsavers | 27% | 1.7 | 33% | 16% |
| 2 | Tesco Opticians | 20% | 3.3 | 0% | — |
| 3 | Vision Express | 20% | 3.3 | 10% | 57% |
| 4 | Boots Opticians | 18% | 2.7 | 14% | 24% |
| 5 | GlassesDirect | 10% | 3.5 | 11% | 33% |
| 6 | SelectSpecs | 7% | 2.0 | 7% | 67% |
| 7 | Asda Opticians | 7% | 3.3 | 0% | — |
| 8 | Direct Sight | 5% | 2.0 | 4% | 43% |
| 9 | Specscart | 5% | 3.3 | 6% | 50% |
| 10 | Glasses2You | 3% | 5.0 | 4% | — |
| 11 | Eye Emporium | 2% | 2.0 | 1% | 50% |
| 12 | Firmoo | 2% | 2.0 | 1% | — |
| 13 | Next Day Spex | 2% | 3.0 | 1% | 50% |
| 14 | SmartBuyGlasses | 2% | 3.0 | 1% | 100% |
| 15 | Burghley & Co | 0% | — | 2% | 0% |
Boots Opticians is the opticians & eyecare brand AI wants most.
Being named is visibility. Underneath it, asked to rate each brand directly, the AI assistants judge it three ways — how much it stands out, how much it belongs, and how much it is returned to. They put 16% of the 38 brands rated above indifference. Boots Opticians leads the brands the answers name, at 76% of maximum Desire. On attachment, the most divided driver, Boots Opticians indexes 136 against IOptical at 75, on a category average of 100.
Each whorl lights one ring per index threshold cleared (84 / 92 / 100 / 108 / 116). Above indifference means Desire above two-thirds of its maximum. See the full opticians & eyecare desire edition →
The referees of opticians & eyecare.
The independent sources AI models cite when answering opticians & eyecare questions — the places a brand needs to be seen, reviewed and ranked.
SelectSpecs converts reads into citations. Specsavers doesn't.
When Claude or ChatGPT opens a brand's own pages while answering, does the page make the cited-sources list? SelectSpecs converts 67% of reads; Specsavers just 16%. That gap is a content problem, not a visibility problem.
Full data table
| # | Brand | Visibility | Avg. position | Citation share | Read→cited |
|---|---|---|---|---|---|
| 1 | Specsavers | 27% | 1.7 | 33% | 16% |
| 2 | Tesco Opticians | 20% | 3.3 | 0% | — |
| 3 | Vision Express | 20% | 3.3 | 10% | 57% |
| 4 | Boots Opticians | 18% | 2.7 | 14% | 24% |
| 5 | GlassesDirect | 10% | 3.5 | 11% | 33% |
| 6 | SelectSpecs | 7% | 2.0 | 7% | 67% |
| 7 | Asda Opticians | 7% | 3.3 | 0% | — |
| 8 | Direct Sight | 5% | 2.0 | 4% | 43% |
| 9 | Specscart | 5% | 3.3 | 6% | 50% |
| 10 | Glasses2You | 3% | 5.0 | 4% | — |
| 11 | Eye Emporium | 2% | 2.0 | 1% | 50% |
| 12 | Firmoo | 2% | 2.0 | 1% | — |
| 13 | Next Day Spex | 2% | 3.0 | 1% | 50% |
| 14 | SmartBuyGlasses | 2% | 3.0 | 1% | 100% |
| 15 | Burghley & Co | 0% | — | 2% | 0% |
All three models agree: Specsavers.
A rare consensus — every model puts Specsavers first, and their top-five lists overlap 67%. Winning here means winning everywhere at once.
Brands whose visibility swings most between models — the bar per model, widest gap on the right.
The data behind this chart
| Brand | Claude | Gemini | ChatGPT | Spread |
|---|---|---|---|---|
| GlassesDirect | 0% | 15% | 15% | 15pp |
| Specsavers | 20% | 30% | 30% | 10pp |
| Vision Express | 15% | 25% | 20% | 10pp |
| Tesco Opticians | 15% | 25% | 20% | 10pp |
| Direct Sight | 10% | 0% | 5% | 10pp |
| Asda Opticians | 10% | 10% | 0% | 10pp |
| Specscart | 5% | 10% | 0% | 10pp |
| Glasses2You | 0% | 10% | 0% | 10pp |
| Boots Opticians | 15% | 20% | 20% | 5pp |
| Next Day Spex | 5% | 0% | 0% | 5pp |
Editorial carry opticians & eyecare.
Every page AI opened while answering, classified by what kind of page it is. Editorial supply the most citations; How-to guides convert best — 85% of the ones models opened were actually cited.
The data behind this chart
| Page type | Cited | Read but not cited | Conversion |
|---|---|---|---|
| Editorial | 112 | 37 | 75% |
| How-to guides | 89 | 16 | 85% |
| Product pages | 39 | 11 | 78% |
| pricing | 26 | 7 | 79% |
| Comparisons | 20 | 6 | 77% |
| Other | 18 | 18 | 50% |
| category-page | 18 | 4 | 82% |
| faq | 17 | 4 | 81% |
Structured data is what separates cited from ignored.
Of the opticians & eyecare pages models actually opened, how much more often each feature's pages ended up in the cited sources. Structured data is worth 17 percentage points; cites its sources pages fare 53pp worse. Measured within the read population, so selection can't flatter it.
The data behind this chart
| Feature | Pages with | Cited % | Pages without | Cited % | Difference |
|---|---|---|---|---|---|
| Structured data | 334 | 80% | 195 | 63% | +17pp |
| Answer up front | 269 | 78% | 260 | 69% | +8pp |
| Updated this year | 160 | 73% | 369 | 74% | -1pp |
| Named author | 162 | 71% | 367 | 75% | -4pp |
| Specifications | 30 | 67% | 499 | 74% | -7pp |
| Comparison table | 87 | 63% | 442 | 76% | -12pp |
| Hard statistics | 115 | 51% | 414 | 80% | -28pp |
| Cites its sources | 33 | 24% | 496 | 77% | -53pp |
Zenni Optical builds pages AI can quote.
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. Zenni Optical is the widest gap: well-built pages that still aren't converting into citations.
| Brand | Readiness | Pages cited | Pages profiled |
|---|---|---|---|
| Zenni Optical | 35 | 0% | 10 |
| Burghley & Co | 30 | 60% | 5 |
| Scrivens | 28 | 6% | 31 |
| GlassesDirect | 27 | 42% | 24 |
| Leightons | 26 | 8% | 37 |
| Boots Opticians | 25 | 8% | 145 |
| Optical Express | 24 | 6% | 32 |
| Specscart | 23 | 45% | 20 |
| Specsavers | 23 | 18% | 177 |
| Ace & Tate | 21 | 17% | 6 |
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.
The questions opticians & eyecare pages have to settle.
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.
Nineteen more categories.
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 Sat, 17 Oct 2026 13:13:13 GMT.